Benchmarks · /benchmarks/vals-ai-medcode

MedCode

Name: MedCode
Creator: Vals AI

MedCode result as reported by Vals AI.

Source · Vals AI
Version · vals-ai snapshot 2026-10-03
Scores · 96

Test details

Visible tradeoffsThis is an objective signal, so it is mainly about measurable task performance rather than public taste.

source

Vals AI

metric

Accuracy (%)

judge

Objective

direction

higher better

group id

vals_medcode_current

domain

Professional reasoning

What it measures vs what it misses

✓ Measures

Medical billing support and coding tasks.

✗ Misses

Adjacent skills outside the benchmark task mix, latency, and cost.

Why this countsMedical billing support and coding tasks.Same-test ruleThis percentile only compares models inside the exact benchmark/version group shown here. It is not a universal score.What it missesAdjacent skills outside the benchmark task mix, latency, and cost.

Leaderboard · this benchmark version

#1 · Claude Opus 5 (Adaptive Reasoning, Max Effort)

VALS-AI · Oct 1, 2026

Source label: anthropic/claude-opus-5

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 100%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Anthropic.

63.6%59.7% - 67.5%

#2 · Gemini 3.1 Pro Preview

VALS-AI · Oct 1, 2026

Source label: google/gemini-3.1-pro-preview

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 98.9%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Google.

59.1%55.1% - 63%

#3 · gemini-4-argon-high

VALS-AI · Oct 1, 2026

Source label: google/gemini-4-argon

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 97.9%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Google.

58.8%54.7% - 62.9%

#4 · Claude Fable 5

VALS-AI · Oct 1, 2026

Source label: anthropic/claude-fable-5

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 96.8%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Anthropic.

56.1%51.8% - 60.4%

#5 · Gemini 3 Flash Preview

VALS-AI · Oct 1, 2026

Source label: google/gemini-3-flash-preview

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 95.8%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Google.

55.9%51.8% - 60.1%

#6 · Gemini 3.5 Flash

VALS-AI · Oct 1, 2026

Source label: google/gemini-3.5-flash

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 94.7%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Google.

55.8%51.7% - 60%

#7 · Claude Opus 4.7

VALS-AI · Oct 1, 2026

Source label: anthropic/claude-opus-4-7

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 93.7%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Anthropic.

54.9%50.5% - 59.2%

#8 · Claude Fable 5.1 (Adaptive Reasoning, Max Effort, Default Fallback)

VALS-AI · Oct 1, 2026

Source label: anthropic/claude-fable-5-1

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 92.6%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Anthropic.

53.5%49.3% - 57.8%

#9 · gemini-3.7-flash-high

VALS-AI · Oct 1, 2026

Source label: google/gemini-3.7-flash

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 91.6%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Google.

53.4%49.2% - 57.5%

#10 · Claude Opus 4.8

VALS-AI · Oct 1, 2026

Source label: anthropic/claude-opus-4-8

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 90.5%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Anthropic.

53.2%49% - 57.5%

#11 · gemini-3.6-flash-high

VALS-AI · Oct 1, 2026

Source label: google/gemini-3.6-flash

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 89.5%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Google.

53.2%48.9% - 57.4%

#12 · Claude Sonnet 5.5 (Adaptive Reasoning, Max Effort, Default Fallback)

VALS-AI · Oct 1, 2026

Source label: anthropic/claude-sonnet-5-5

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 88.4%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Anthropic.

52.9%48.8% - 57.1%

#13 · GPT-5.1

VALS-AI · Oct 1, 2026

Source label: openai/gpt-5.1-2025-11-13

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 87.4%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: OpenAI.

52.7%48.5% - 56.9%

#14 · Gemini 3 Pro Preview

VALS-AI · Oct 1, 2026

Source label: google/gemini-3-pro-preview

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 86.3%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Google.

52.2%48.1% - 56.3%

#15 · muse-spark

VALS-AI · Oct 1, 2026

Source label: meta/muse_spark

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 85.3%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Meta.

51.3%46.9% - 55.7%

#16 · Gemini 2.5 Pro

VALS-AI · Oct 1, 2026

Source label: google/gemini-2.5-pro

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 84.2%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Google.

50.6%46.4% - 54.7%

#17 · Claude Opus 5.5 (Adaptive Reasoning, Max Effort, Default Fallback)

VALS-AI · Oct 1, 2026

Source label: anthropic/claude-opus-5-5

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 83.2%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Anthropic.

49.8%45.3% - 54.3%

#18 · gpt-5.2-2025-12-11

VALS-AI · Oct 1, 2026

Source label: openai/gpt-5.2-2025-12-11

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 82.1%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: OpenAI.

49.7%45.3% - 54.2%

#19 · GPT-5

VALS-AI · Oct 1, 2026

Source label: openai/gpt-5-2025-08-07

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 81.1%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: OpenAI.

49.6%45.5% - 53.7%

#20 · GPT-5.4 mini

VALS-AI · Oct 1, 2026

Source label: openai/gpt-5-2025-08-07

backfilledproxy backfilledBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 81.1%
Last updated: recent
Eligibility: Fallback benchmark identity is visible for context but excluded from default ranking.
Identity: benchmark proxy (0.58)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: OpenAI. Backfilled from GPT-5 via approved benchmark identity mapping map-gpt-5-4-mini-to-gpt-5.

49.6%45.5% - 53.7%

#21 · grok-4.7-xhigh

VALS-AI · Oct 1, 2026

Source label: grok/grok-4.7

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 78.9%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: SpaceXAI.

49.6%45.3% - 53.8%

#22 · kimi-k3-max

VALS-AI · Oct 1, 2026

Source label: kimi/kimi-k3

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 77.9%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Moonshot AI.

49.4%45% - 53.7%

#23 · muse-spark-1.2 (xHigh)

VALS-AI · Oct 1, 2026

Source label: meta/muse_spark_1_2

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 76.8%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Meta.

49.3%45.1% - 53.6%

#24 · claude-opus-4-5-20251101-thinking

VALS-AI · Oct 1, 2026

Source label: anthropic/claude-opus-4-5-20251101-thinking

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 75.8%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Anthropic.

49.2%45.2% - 53.1%

#25 · Claude Opus 4.6

VALS-AI · Oct 1, 2026

Source label: anthropic/claude-opus-4-6-thinking

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 74.7%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Anthropic.

49.1%45% - 53.2%

#26 · GPT-5.5

VALS-AI · Oct 1, 2026

Source label: openai/gpt-5.5

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 73.7%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: OpenAI.

49.1%44.8% - 53.4%

#27 · gpt-6.1-sol-max

VALS-AI · Oct 1, 2026

Source label: openai/gpt-6.1-sol

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 72.6%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: OpenAI.

48.8%44.7% - 53%

#28 · gpt-6-astra-max

VALS-AI · Oct 1, 2026

Source label: openai/gpt-6-astra

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 71.6%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: OpenAI.

48.5%44.3% - 52.7%

#29 · gemini-3.8-flash-high

VALS-AI · Oct 1, 2026

Source label: google/gemini-3.8-flash

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 70.5%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Google.

48.1%43.9% - 52.4%

#30 · Gemini 3.1 Flash-Lite Preview

VALS-AI · Oct 1, 2026

Source label: google/gemini-3.1-flash-lite-preview

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 69.5%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Google.

47.6%43.5% - 51.7%

#31 · Claude Sonnet 5 (Adaptive Reasoning, Max Effort)

VALS-AI · Oct 1, 2026

Source label: anthropic/claude-sonnet-5

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 68.4%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Anthropic.

47.5%43.1% - 52%

#32 · o3

VALS-AI · Oct 1, 2026

Source label: openai/o3-2025-04-16

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 67.4%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: OpenAI.

47.3%43.1% - 51.5%

#33 · claude-opus-4-1-20250805-thinking

VALS-AI · Oct 1, 2026

Source label: anthropic/claude-opus-4-1-20250805-thinking

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 66.3%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Anthropic.

47.2%43.2% - 51.3%

#34 · gpt-6-sol-max

VALS-AI · Oct 1, 2026

Source label: openai/gpt-6-sol

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 65.3%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: OpenAI.

47.1%42.9% - 51.2%

#35 · minimax-m3

VALS-AI · Oct 1, 2026

Source label: minimax/MiniMax-M3

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 64.2%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: MiniMax.

46.3%42.2% - 50.4%

#36 · Claude Opus 4.5

VALS-AI · Oct 1, 2026

Source label: anthropic/claude-opus-4-5-20251101

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 63.2%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Anthropic.

45.2%41.5% - 48.9%

#37 · mimo-v2.6-pro

VALS-AI · Oct 1, 2026

Source label: xiaomi/mimo-v2.6-pro

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 62.1%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Xiaomi.

45%40.9% - 49.1%

#38 · grok-4.6-high

VALS-AI · Oct 1, 2026

Source label: grok/grok-4.6

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 61.1%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: SpaceXAI.

44.7%40.3% - 49.1%

#39 · gpt-6-luna-max

VALS-AI · Oct 1, 2026

Source label: openai/gpt-6-luna

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 60%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: OpenAI.

44.7%40.2% - 49.2%

#40 · claude-sonnet-4-5-20250929-thinking

VALS-AI · Oct 1, 2026

Source label: anthropic/claude-sonnet-4-5-20250929-thinking

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 58.9%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Anthropic.

44.1%40.2% - 48.1%

#41 · GPT-5.6 Sol

VALS-AI · Oct 1, 2026

Source label: openai/gpt-5.6-sol

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 57.9%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: OpenAI.

44%39.5% - 48.4%

#42 · gemini-3.5-flash-lite

VALS-AI · Oct 1, 2026

Source label: google/gemini-3.5-flash-lite

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 56.8%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Google.

43.5%39.7% - 47.3%

#43 · GPT-5.6 Terra

VALS-AI · Oct 1, 2026

Source label: openai/gpt-5.6-terra

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 55.8%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: OpenAI.

43.4%39.2% - 47.7%

#44 · grok-4.5

VALS-AI · Oct 1, 2026

Source label: grok/grok-4.5

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 54.7%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: SpaceXAI.

43.3%38.8% - 47.8%

#45 · hy4-preview

VALS-AI · Oct 1, 2026

Source label: tencent/hy4-preview

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 53.7%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Tencent.

43.2%39.1% - 47.4%

#46 · gpt-5-mini-2025-08-07

VALS-AI · Oct 1, 2026

Source label: openai/gpt-5-mini-2025-08-07

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 52.6%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: OpenAI.

43%39% - 47.1%

#47 · glm-5.3-max

VALS-AI · Oct 1, 2026

Source label: zai/glm-5.3

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 51.6%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Zhipu AI.

42.9%38.7% - 47%

#48 · deepseek-v4-pro-0813

VALS-AI · Oct 1, 2026

Source label: deepseek/deepseek-v4-pro-0813

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 50.5%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: DeepSeek.

42.5%38.2% - 46.7%

#49 · GPT-5.6 Luna

VALS-AI · Oct 1, 2026

Source label: openai/gpt-5.6-luna

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 49.5%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: OpenAI.

42.4%37.9% - 46.8%

#50 · glm-5.1

VALS-AI · Oct 1, 2026

Source label: zai/glm-5.1

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 48.4%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Zhipu AI.

41.6%37.4% - 45.8%

#51 · deepseek-v4-flash-0731

VALS-AI · Oct 1, 2026

Source label: deepseek/deepseek-v4-flash-0731

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 47.4%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: DeepSeek.

41.4%37.2% - 45.6%

#52 · Claude Opus 4.1

VALS-AI · Oct 1, 2026

Source label: anthropic/claude-opus-4-1-20250805

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 46.3%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Anthropic.

41.4%37.5% - 45.2%

#53 · Claude Opus 4

VALS-AI · Oct 1, 2026

Source label: anthropic/claude-opus-4-1-20250805

backfilledproxy backfilledBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 46.3%
Last updated: recent
Eligibility: Fallback benchmark identity is visible for context but excluded from default ranking.
Identity: benchmark proxy (0.58)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Anthropic. Backfilled from Claude Opus 4.1 via approved benchmark identity mapping map-claude-opus-4-to-4-1.

41.4%37.5% - 45.2%

#54 · GPT-5.4

VALS-AI · Oct 1, 2026

Source label: openai/gpt-5.4-2026-03-05

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 44.2%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: OpenAI.

41.3%37.1% - 45.5%

#55 · inkling

VALS-AI · Oct 1, 2026

Source label: thinkingmachines/inkling

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 43.2%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Thinkingmachines.

41.2%36.8% - 45.6%

#56 · deepseek-v4.1-flash-max

VALS-AI · Oct 1, 2026

Source label: deepseek/deepseek-v4.1-flash

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 42.1%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: DeepSeek.

41.2%37.2% - 45.2%

#57 · mimo-v2.6-flash

VALS-AI · Oct 1, 2026

Source label: xiaomi/mimo-v2.6-flash

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 41.1%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Xiaomi.

41.1%37.1% - 45%

#58 · GPT-5.4 nano

VALS-AI · Oct 1, 2026

Source label: openai/gpt-5.4-nano-2026-03-17

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 40%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: OpenAI.

41%36.6% - 45.5%

#59 · glm-5.2-max

VALS-AI · Oct 1, 2026

Source label: zai/glm-5.2

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 38.9%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Zhipu AI.

40.8%36.5% - 45%

#60 · qwen3.8-max

VALS-AI · Oct 1, 2026

Source label: alibaba/qwen3.8-max

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 37.9%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Alibaba.

40.7%36.7% - 44.6%

#61 · Claude Sonnet 4.5

VALS-AI · Oct 1, 2026

Source label: anthropic/claude-sonnet-4-5-20250929

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 36.8%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Anthropic.

40.6%36.7% - 44.5%

#62 · Gemini 2.5 Flash

VALS-AI · Oct 1, 2026

Source label: google/gemini-2.5-flash-preview-09-2025

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 35.8%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Google.

40.5%36.8% - 44.3%

#63 · deepseek-v4-pro

VALS-AI · Oct 1, 2026

Source label: deepseek/deepseek-v4-pro

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 34.7%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: DeepSeek.

40.5%36.3% - 44.6%

#64 · kimi-k2.6

VALS-AI · Oct 1, 2026

Source label: kimi/kimi-k2.6

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 33.7%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Moonshot AI.

40.1%36.1% - 44.1%

#65 · kimi-k2.5-thinking

VALS-AI · Oct 1, 2026

Source label: kimi/kimi-k2.5-thinking

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 32.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Moonshot AI.

39.3%35.2% - 43.5%

#66 · Qwen3.7 Max

VALS-AI · Oct 1, 2026

Source label: alibaba/qwen3.7-max

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 31.6%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Alibaba.

38.8%34.4% - 43.1%

#67 · Nemotron 3 Ultra 550B A55B (Reasoning)

VALS-AI · Oct 1, 2026

Source label: nvidia/nemotron-3-ultra-550b-a55b

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 30.5%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Nvidia.

38.6%34.7% - 42.5%

#68 · Grok 4

VALS-AI · Oct 1, 2026

Source label: grok/grok-4-0709

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 29.5%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: SpaceXAI.

38.1%33.8% - 42.4%

#69 · Grok 4.3

VALS-AI · Oct 1, 2026

Source label: grok/grok-4.3

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 28.4%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: SpaceXAI.

38.1%34% - 42.1%

#70 · Inkling Small

VALS-AI · Oct 1, 2026

Source label: thinkingmachines/inkling-small

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 27.4%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Thinkingmachines.

37.9%33.6% - 42.2%

#71 · Grok 4 Fast

VALS-AI · Oct 1, 2026

Source label: grok/grok-4-fast-reasoning

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 26.3%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: SpaceXAI.

37.4%33.6% - 41.2%

#72 · qwen3.6-plus

VALS-AI · Oct 1, 2026

Source label: alibaba/qwen3.6-plus

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 25.3%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Alibaba.

36.9%32.9% - 40.8%

#73 · llama4-maverick-instruct-basic

VALS-AI · Oct 1, 2026

Source label: fireworks/llama4-maverick-instruct-basic

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 24.2%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Fireworks AI.

36.5%32.6% - 40.4%

#74 · Claude Sonnet 4

VALS-AI · Oct 1, 2026

Source label: anthropic/claude-sonnet-4-20250514-thinking

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 23.2%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Anthropic.

35%31.2% - 38.8%

#75 · Claude Sonnet 4.6

VALS-AI · Oct 1, 2026

Source label: anthropic/claude-sonnet-4-20250514-thinking

backfilledproxy backfilledBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 23.2%
Last updated: recent
Eligibility: Fallback benchmark identity is visible for context but excluded from default ranking.
Identity: benchmark proxy (0.58)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Anthropic. Backfilled from Claude Sonnet 4 via approved benchmark identity mapping map-claude-sonnet-4-6-to-4.

35%31.2% - 38.8%

#76 · minimax-m2.7

VALS-AI · Oct 1, 2026

Source label: minimax/MiniMax-M2.7

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 21.1%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: MiniMax.

34.4%30.5% - 38.3%

#77 · Gemini 2.5 Flash-Lite

VALS-AI · Oct 1, 2026

Source label: google/gemini-2.5-flash-lite-preview-09-2025-thinking

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 20%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Google.

34.2%30.8% - 37.6%

#78 · MiniMax-M2.1

VALS-AI · Oct 1, 2026

Source label: minimax/MiniMax-M2.1

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 18.9%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: MiniMax.

34.1%30.3% - 37.9%

#79 · o4 mini

VALS-AI · Oct 1, 2026

Source label: openai/o4-mini-2025-04-16

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 17.9%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: OpenAI.

33.8%29.8% - 37.8%

#80 · mistral-medium-3.5

VALS-AI · Oct 1, 2026

Source label: mistralai/mistral-medium-3.5

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 16.8%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Mistral AI.

33.8%31.5% - 36%

#81 · Qwen3.5 Flash

VALS-AI · Oct 1, 2026

Source label: alibaba/qwen3.5-flash

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 15.8%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Alibaba.

33%29.5% - 36.5%

#82 · glm-4.7

VALS-AI · Oct 1, 2026

Source label: zai/glm-4.7

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 14.7%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Zhipu AI.

32.8%28.9% - 36.7%

#83 · Claude Haiku 4.5

VALS-AI · Oct 1, 2026

Source label: anthropic/claude-haiku-4-5-20251001-thinking

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 13.7%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Anthropic.

32.7%28.8% - 36.6%

#84 · mimo-v2.5-pro

VALS-AI · Oct 1, 2026

Source label: xiaomi/mimo-v2.5-pro

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 12.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Xiaomi.

32.5%28.7% - 36.2%

#85 · Ling 3.0 Flash

VALS-AI · Oct 1, 2026

Source label: ant/ling-3.0-flash-2607

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 11.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Ant.

32.3%28.5% - 36%

#86 · Grok 4.20

VALS-AI · Oct 1, 2026

Source label: grok/grok-4.20-0309-reasoning

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 10.5%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: SpaceXAI.

32.2%28% - 36.3%

#87 · mimo-v2.5

VALS-AI · Oct 1, 2026

Source label: xiaomi/mimo-v2.5

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 9.5%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Xiaomi.

31.9%27.9% - 35.9%

#88 · qwen3-vl-plus-2025-09-23

VALS-AI · Oct 1, 2026

Source label: alibaba/qwen3-vl-plus-2025-09-23

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 8.4%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Alibaba.

31.7%28% - 35.3%

#89 · Qwen3 Max

VALS-AI · Oct 1, 2026

Source label: alibaba/qwen3-max-2026-01-23

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 7.4%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Alibaba.

31.4%27.7% - 35.1%

#90 · Mercury 2.5

VALS-AI · Oct 1, 2026

Source label: inception/mercury-2.5

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 6.3%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Inception.

31.3%27.5% - 35.2%

#91 · qwen3.8-27b

VALS-AI · Oct 1, 2026

Source label: alibaba/qwen3.8-27b

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 5.3%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Alibaba.

28.7%24.8% - 32.6%

#92 · Grok 4.1 Fast

VALS-AI · Oct 1, 2026

Source label: grok/grok-4-1-fast-non-reasoning

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 4.2%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: SpaceXAI.

28.3%24.6% - 32.1%

#93 · llama-4-scout-17b-16e-instruct

VALS-AI · Oct 1, 2026

Source label: together/meta-llama/Llama-4-Scout-17B-16E-Instruct

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 3.2%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Together AI.

23.3%19.9% - 26.7%

#94 · laguna-m.1

VALS-AI · Oct 1, 2026

Source label: poolside/laguna-m.1

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 2.1%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Poolside.

23.1%19.8% - 26.4%

#95 · laguna-xs.2

VALS-AI · Oct 1, 2026

Source label: poolside/laguna-xs.2

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 1.1%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Poolside.

21.3%17.9% - 24.6%

#96 · command-a-plus-05-2026

VALS-AI · Oct 1, 2026

Source label: cohere/command-a-plus-05-2026

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 0%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Cohere.

19.7%16.1% - 23.3%

Benchmarks · /benchmarks/vals-ai-medcode

MedCode

MedCode result as reported by Vals AI.

Source · Vals AI
Version · vals-ai snapshot 2026-10-03
Scores · 96

Test details

Visible tradeoffsThis is an objective signal, so it is mainly about measurable task performance rather than public taste.

source

Vals AI

metric

Accuracy (%)

judge

Objective

direction

higher better

group id

vals_medcode_current

domain

Professional reasoning

What it measures vs what it misses

✓ Measures

Medical billing support and coding tasks.

✗ Misses

Adjacent skills outside the benchmark task mix, latency, and cost.

Leaderboard · this benchmark version

#1 · Claude Opus 5 (Adaptive Reasoning, Max Effort)

VALS-AI · Oct 1, 2026

Source label: anthropic/claude-opus-5

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 100%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Anthropic.

63.6%59.7% - 67.5%

#2 · Gemini 3.1 Pro Preview

VALS-AI · Oct 1, 2026

Source label: google/gemini-3.1-pro-preview

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 98.9%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Google.

59.1%55.1% - 63%

#3 · gemini-4-argon-high

VALS-AI · Oct 1, 2026

Source label: google/gemini-4-argon

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 97.9%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Google.

58.8%54.7% - 62.9%

#4 · Claude Fable 5

VALS-AI · Oct 1, 2026

Source label: anthropic/claude-fable-5

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 96.8%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Anthropic.

56.1%51.8% - 60.4%

#5 · Gemini 3 Flash Preview

VALS-AI · Oct 1, 2026

Source label: google/gemini-3-flash-preview

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 95.8%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Google.

55.9%51.8% - 60.1%

#6 · Gemini 3.5 Flash

VALS-AI · Oct 1, 2026

Source label: google/gemini-3.5-flash

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 94.7%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Google.

55.8%51.7% - 60%

#7 · Claude Opus 4.7

VALS-AI · Oct 1, 2026

Source label: anthropic/claude-opus-4-7

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 93.7%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Anthropic.

54.9%50.5% - 59.2%

#8 · Claude Fable 5.1 (Adaptive Reasoning, Max Effort, Default Fallback)

VALS-AI · Oct 1, 2026

Source label: anthropic/claude-fable-5-1

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 92.6%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Anthropic.

53.5%49.3% - 57.8%

#9 · gemini-3.7-flash-high

VALS-AI · Oct 1, 2026

Source label: google/gemini-3.7-flash

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 91.6%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Google.

53.4%49.2% - 57.5%

#10 · Claude Opus 4.8

VALS-AI · Oct 1, 2026

Source label: anthropic/claude-opus-4-8

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 90.5%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Anthropic.

53.2%49% - 57.5%

#11 · gemini-3.6-flash-high

VALS-AI · Oct 1, 2026

Source label: google/gemini-3.6-flash

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 89.5%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Google.

53.2%48.9% - 57.4%

#12 · Claude Sonnet 5.5 (Adaptive Reasoning, Max Effort, Default Fallback)

VALS-AI · Oct 1, 2026

Source label: anthropic/claude-sonnet-5-5

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 88.4%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Anthropic.

52.9%48.8% - 57.1%

#13 · GPT-5.1

VALS-AI · Oct 1, 2026

Source label: openai/gpt-5.1-2025-11-13

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 87.4%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: OpenAI.

52.7%48.5% - 56.9%

#14 · Gemini 3 Pro Preview

VALS-AI · Oct 1, 2026

Source label: google/gemini-3-pro-preview

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 86.3%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Google.

52.2%48.1% - 56.3%

#15 · muse-spark

VALS-AI · Oct 1, 2026

Source label: meta/muse_spark

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 85.3%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Meta.

51.3%46.9% - 55.7%

#16 · Gemini 2.5 Pro

VALS-AI · Oct 1, 2026

Source label: google/gemini-2.5-pro

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 84.2%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Google.

50.6%46.4% - 54.7%

#17 · Claude Opus 5.5 (Adaptive Reasoning, Max Effort, Default Fallback)

VALS-AI · Oct 1, 2026

Source label: anthropic/claude-opus-5-5

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 83.2%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Anthropic.

49.8%45.3% - 54.3%

#18 · gpt-5.2-2025-12-11

VALS-AI · Oct 1, 2026

Source label: openai/gpt-5.2-2025-12-11

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 82.1%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: OpenAI.

49.7%45.3% - 54.2%

#19 · GPT-5

VALS-AI · Oct 1, 2026

Source label: openai/gpt-5-2025-08-07

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 81.1%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: OpenAI.

49.6%45.5% - 53.7%

#20 · GPT-5.4 mini

VALS-AI · Oct 1, 2026

Source label: openai/gpt-5-2025-08-07

backfilledproxy backfilledBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 81.1%
Last updated: recent
Eligibility: Fallback benchmark identity is visible for context but excluded from default ranking.
Identity: benchmark proxy (0.58)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: OpenAI. Backfilled from GPT-5 via approved benchmark identity mapping map-gpt-5-4-mini-to-gpt-5.

49.6%45.5% - 53.7%

#21 · grok-4.7-xhigh

VALS-AI · Oct 1, 2026

Source label: grok/grok-4.7

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 78.9%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: SpaceXAI.

49.6%45.3% - 53.8%

#22 · kimi-k3-max

VALS-AI · Oct 1, 2026

Source label: kimi/kimi-k3

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 77.9%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Moonshot AI.

49.4%45% - 53.7%

#23 · muse-spark-1.2 (xHigh)

VALS-AI · Oct 1, 2026

Source label: meta/muse_spark_1_2

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 76.8%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Meta.

49.3%45.1% - 53.6%

#24 · claude-opus-4-5-20251101-thinking

VALS-AI · Oct 1, 2026

Source label: anthropic/claude-opus-4-5-20251101-thinking

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 75.8%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Anthropic.

49.2%45.2% - 53.1%

#25 · Claude Opus 4.6

VALS-AI · Oct 1, 2026

Source label: anthropic/claude-opus-4-6-thinking

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 74.7%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Anthropic.

49.1%45% - 53.2%

#26 · GPT-5.5

VALS-AI · Oct 1, 2026

Source label: openai/gpt-5.5

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 73.7%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: OpenAI.

49.1%44.8% - 53.4%

#27 · gpt-6.1-sol-max

VALS-AI · Oct 1, 2026

Source label: openai/gpt-6.1-sol

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 72.6%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: OpenAI.

48.8%44.7% - 53%

#28 · gpt-6-astra-max

VALS-AI · Oct 1, 2026

Source label: openai/gpt-6-astra

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 71.6%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: OpenAI.

48.5%44.3% - 52.7%

#29 · gemini-3.8-flash-high

VALS-AI · Oct 1, 2026

Source label: google/gemini-3.8-flash

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 70.5%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Google.

48.1%43.9% - 52.4%

#30 · Gemini 3.1 Flash-Lite Preview

VALS-AI · Oct 1, 2026

Source label: google/gemini-3.1-flash-lite-preview

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 69.5%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Google.

47.6%43.5% - 51.7%

#31 · Claude Sonnet 5 (Adaptive Reasoning, Max Effort)

VALS-AI · Oct 1, 2026

Source label: anthropic/claude-sonnet-5

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 68.4%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Anthropic.

47.5%43.1% - 52%

#32 · o3

VALS-AI · Oct 1, 2026

Source label: openai/o3-2025-04-16

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 67.4%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: OpenAI.

47.3%43.1% - 51.5%

#33 · claude-opus-4-1-20250805-thinking

VALS-AI · Oct 1, 2026

Source label: anthropic/claude-opus-4-1-20250805-thinking

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 66.3%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Anthropic.

47.2%43.2% - 51.3%

#34 · gpt-6-sol-max

VALS-AI · Oct 1, 2026

Source label: openai/gpt-6-sol

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 65.3%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: OpenAI.

47.1%42.9% - 51.2%

#35 · minimax-m3

VALS-AI · Oct 1, 2026

Source label: minimax/MiniMax-M3

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 64.2%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: MiniMax.

46.3%42.2% - 50.4%

#36 · Claude Opus 4.5

VALS-AI · Oct 1, 2026

Source label: anthropic/claude-opus-4-5-20251101

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 63.2%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Anthropic.

45.2%41.5% - 48.9%

#37 · mimo-v2.6-pro

VALS-AI · Oct 1, 2026

Source label: xiaomi/mimo-v2.6-pro

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 62.1%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Xiaomi.

45%40.9% - 49.1%

#38 · grok-4.6-high

VALS-AI · Oct 1, 2026

Source label: grok/grok-4.6

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 61.1%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: SpaceXAI.

44.7%40.3% - 49.1%

#39 · gpt-6-luna-max

VALS-AI · Oct 1, 2026

Source label: openai/gpt-6-luna

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 60%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: OpenAI.

44.7%40.2% - 49.2%

#40 · claude-sonnet-4-5-20250929-thinking

VALS-AI · Oct 1, 2026

Source label: anthropic/claude-sonnet-4-5-20250929-thinking

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 58.9%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Anthropic.

44.1%40.2% - 48.1%

#41 · GPT-5.6 Sol

VALS-AI · Oct 1, 2026

Source label: openai/gpt-5.6-sol

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 57.9%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: OpenAI.

44%39.5% - 48.4%

#42 · gemini-3.5-flash-lite

VALS-AI · Oct 1, 2026

Source label: google/gemini-3.5-flash-lite

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 56.8%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Google.

43.5%39.7% - 47.3%

#43 · GPT-5.6 Terra

VALS-AI · Oct 1, 2026

Source label: openai/gpt-5.6-terra

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 55.8%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: OpenAI.

43.4%39.2% - 47.7%

#44 · grok-4.5

VALS-AI · Oct 1, 2026

Source label: grok/grok-4.5

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 54.7%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: SpaceXAI.

43.3%38.8% - 47.8%

#45 · hy4-preview

VALS-AI · Oct 1, 2026

Source label: tencent/hy4-preview

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 53.7%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Tencent.

43.2%39.1% - 47.4%

#46 · gpt-5-mini-2025-08-07

VALS-AI · Oct 1, 2026

Source label: openai/gpt-5-mini-2025-08-07

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 52.6%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: OpenAI.

43%39% - 47.1%

#47 · glm-5.3-max

VALS-AI · Oct 1, 2026

Source label: zai/glm-5.3

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 51.6%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Zhipu AI.

42.9%38.7% - 47%

#48 · deepseek-v4-pro-0813

VALS-AI · Oct 1, 2026

Source label: deepseek/deepseek-v4-pro-0813

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 50.5%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: DeepSeek.

42.5%38.2% - 46.7%

#49 · GPT-5.6 Luna

VALS-AI · Oct 1, 2026

Source label: openai/gpt-5.6-luna

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 49.5%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: OpenAI.

42.4%37.9% - 46.8%

#50 · glm-5.1

VALS-AI · Oct 1, 2026

Source label: zai/glm-5.1

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 48.4%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Zhipu AI.

41.6%37.4% - 45.8%

#51 · deepseek-v4-flash-0731

VALS-AI · Oct 1, 2026

Source label: deepseek/deepseek-v4-flash-0731

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 47.4%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: DeepSeek.

41.4%37.2% - 45.6%

#52 · Claude Opus 4.1

VALS-AI · Oct 1, 2026

Source label: anthropic/claude-opus-4-1-20250805

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 46.3%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Anthropic.

41.4%37.5% - 45.2%

#53 · Claude Opus 4

VALS-AI · Oct 1, 2026

Source label: anthropic/claude-opus-4-1-20250805

backfilledproxy backfilledBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 46.3%
Last updated: recent
Eligibility: Fallback benchmark identity is visible for context but excluded from default ranking.
Identity: benchmark proxy (0.58)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Anthropic. Backfilled from Claude Opus 4.1 via approved benchmark identity mapping map-claude-opus-4-to-4-1.

41.4%37.5% - 45.2%

#54 · GPT-5.4

VALS-AI · Oct 1, 2026

Source label: openai/gpt-5.4-2026-03-05

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 44.2%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: OpenAI.

41.3%37.1% - 45.5%

#55 · inkling

VALS-AI · Oct 1, 2026

Source label: thinkingmachines/inkling

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 43.2%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Thinkingmachines.

41.2%36.8% - 45.6%

#56 · deepseek-v4.1-flash-max

VALS-AI · Oct 1, 2026

Source label: deepseek/deepseek-v4.1-flash

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 42.1%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: DeepSeek.

41.2%37.2% - 45.2%

#57 · mimo-v2.6-flash

VALS-AI · Oct 1, 2026

Source label: xiaomi/mimo-v2.6-flash

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 41.1%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Xiaomi.

41.1%37.1% - 45%

#58 · GPT-5.4 nano

VALS-AI · Oct 1, 2026

Source label: openai/gpt-5.4-nano-2026-03-17

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 40%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: OpenAI.

41%36.6% - 45.5%

#59 · glm-5.2-max

VALS-AI · Oct 1, 2026

Source label: zai/glm-5.2

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 38.9%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Zhipu AI.

40.8%36.5% - 45%

#60 · qwen3.8-max

VALS-AI · Oct 1, 2026

Source label: alibaba/qwen3.8-max

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 37.9%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Alibaba.

40.7%36.7% - 44.6%

#61 · Claude Sonnet 4.5

VALS-AI · Oct 1, 2026

Source label: anthropic/claude-sonnet-4-5-20250929

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 36.8%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Anthropic.

40.6%36.7% - 44.5%

#62 · Gemini 2.5 Flash

VALS-AI · Oct 1, 2026

Source label: google/gemini-2.5-flash-preview-09-2025

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 35.8%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Google.

40.5%36.8% - 44.3%

#63 · deepseek-v4-pro

VALS-AI · Oct 1, 2026

Source label: deepseek/deepseek-v4-pro

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 34.7%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: DeepSeek.

40.5%36.3% - 44.6%

#64 · kimi-k2.6

VALS-AI · Oct 1, 2026

Source label: kimi/kimi-k2.6

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 33.7%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Moonshot AI.

40.1%36.1% - 44.1%

#65 · kimi-k2.5-thinking

VALS-AI · Oct 1, 2026

Source label: kimi/kimi-k2.5-thinking

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 32.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Moonshot AI.

39.3%35.2% - 43.5%

#66 · Qwen3.7 Max

VALS-AI · Oct 1, 2026

Source label: alibaba/qwen3.7-max

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 31.6%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Alibaba.

38.8%34.4% - 43.1%

#67 · Nemotron 3 Ultra 550B A55B (Reasoning)

VALS-AI · Oct 1, 2026

Source label: nvidia/nemotron-3-ultra-550b-a55b

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 30.5%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Nvidia.

38.6%34.7% - 42.5%

#68 · Grok 4

VALS-AI · Oct 1, 2026

Source label: grok/grok-4-0709

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 29.5%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: SpaceXAI.

38.1%33.8% - 42.4%

#69 · Grok 4.3

VALS-AI · Oct 1, 2026

Source label: grok/grok-4.3

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 28.4%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: SpaceXAI.

38.1%34% - 42.1%

#70 · Inkling Small

VALS-AI · Oct 1, 2026

Source label: thinkingmachines/inkling-small

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 27.4%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Thinkingmachines.

37.9%33.6% - 42.2%

#71 · Grok 4 Fast

VALS-AI · Oct 1, 2026

Source label: grok/grok-4-fast-reasoning

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 26.3%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: SpaceXAI.

37.4%33.6% - 41.2%

#72 · qwen3.6-plus

VALS-AI · Oct 1, 2026

Source label: alibaba/qwen3.6-plus

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 25.3%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Alibaba.

36.9%32.9% - 40.8%

#73 · llama4-maverick-instruct-basic

VALS-AI · Oct 1, 2026

Source label: fireworks/llama4-maverick-instruct-basic

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 24.2%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Fireworks AI.

36.5%32.6% - 40.4%

#74 · Claude Sonnet 4

VALS-AI · Oct 1, 2026

Source label: anthropic/claude-sonnet-4-20250514-thinking

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 23.2%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Anthropic.

35%31.2% - 38.8%

#75 · Claude Sonnet 4.6

VALS-AI · Oct 1, 2026

Source label: anthropic/claude-sonnet-4-20250514-thinking

backfilledproxy backfilledBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 23.2%
Last updated: recent
Eligibility: Fallback benchmark identity is visible for context but excluded from default ranking.
Identity: benchmark proxy (0.58)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Anthropic. Backfilled from Claude Sonnet 4 via approved benchmark identity mapping map-claude-sonnet-4-6-to-4.

35%31.2% - 38.8%

#76 · minimax-m2.7

VALS-AI · Oct 1, 2026

Source label: minimax/MiniMax-M2.7

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 21.1%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: MiniMax.

34.4%30.5% - 38.3%

#77 · Gemini 2.5 Flash-Lite

VALS-AI · Oct 1, 2026

Source label: google/gemini-2.5-flash-lite-preview-09-2025-thinking

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 20%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Google.

34.2%30.8% - 37.6%

#78 · MiniMax-M2.1

VALS-AI · Oct 1, 2026

Source label: minimax/MiniMax-M2.1

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 18.9%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: MiniMax.

34.1%30.3% - 37.9%

#79 · o4 mini

VALS-AI · Oct 1, 2026

Source label: openai/o4-mini-2025-04-16

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 17.9%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: OpenAI.

33.8%29.8% - 37.8%

#80 · mistral-medium-3.5

VALS-AI · Oct 1, 2026

Source label: mistralai/mistral-medium-3.5

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 16.8%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Mistral AI.

33.8%31.5% - 36%

#81 · Qwen3.5 Flash

VALS-AI · Oct 1, 2026

Source label: alibaba/qwen3.5-flash

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 15.8%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Alibaba.

33%29.5% - 36.5%

#82 · glm-4.7

VALS-AI · Oct 1, 2026

Source label: zai/glm-4.7

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 14.7%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Zhipu AI.

32.8%28.9% - 36.7%

#83 · Claude Haiku 4.5

VALS-AI · Oct 1, 2026

Source label: anthropic/claude-haiku-4-5-20251001-thinking

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 13.7%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Anthropic.

32.7%28.8% - 36.6%

#84 · mimo-v2.5-pro

VALS-AI · Oct 1, 2026

Source label: xiaomi/mimo-v2.5-pro

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 12.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Xiaomi.

32.5%28.7% - 36.2%

#85 · Ling 3.0 Flash

VALS-AI · Oct 1, 2026

Source label: ant/ling-3.0-flash-2607

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 11.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Ant.

32.3%28.5% - 36%

#86 · Grok 4.20

VALS-AI · Oct 1, 2026

Source label: grok/grok-4.20-0309-reasoning

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 10.5%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: SpaceXAI.

32.2%28% - 36.3%

#87 · mimo-v2.5

VALS-AI · Oct 1, 2026

Source label: xiaomi/mimo-v2.5

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 9.5%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Xiaomi.

31.9%27.9% - 35.9%

#88 · qwen3-vl-plus-2025-09-23

VALS-AI · Oct 1, 2026

Source label: alibaba/qwen3-vl-plus-2025-09-23

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 8.4%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Alibaba.

31.7%28% - 35.3%

#89 · Qwen3 Max

VALS-AI · Oct 1, 2026

Source label: alibaba/qwen3-max-2026-01-23

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 7.4%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Alibaba.

31.4%27.7% - 35.1%

#90 · Mercury 2.5

VALS-AI · Oct 1, 2026

Source label: inception/mercury-2.5

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 6.3%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Inception.

31.3%27.5% - 35.2%

#91 · qwen3.8-27b

VALS-AI · Oct 1, 2026

Source label: alibaba/qwen3.8-27b

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 5.3%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Alibaba.

28.7%24.8% - 32.6%

#92 · Grok 4.1 Fast

VALS-AI · Oct 1, 2026

Source label: grok/grok-4-1-fast-non-reasoning

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 4.2%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: SpaceXAI.

28.3%24.6% - 32.1%

#93 · llama-4-scout-17b-16e-instruct

VALS-AI · Oct 1, 2026

Source label: together/meta-llama/Llama-4-Scout-17B-16E-Instruct

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 3.2%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Together AI.

23.3%19.9% - 26.7%

#94 · laguna-m.1

VALS-AI · Oct 1, 2026

Source label: poolside/laguna-m.1

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 2.1%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Poolside.

23.1%19.8% - 26.4%

#95 · laguna-xs.2

VALS-AI · Oct 1, 2026

Source label: poolside/laguna-xs.2

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 1.1%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Poolside.

21.3%17.9% - 24.6%

#96 · command-a-plus-05-2026

VALS-AI · Oct 1, 2026

Source label: cohere/command-a-plus-05-2026

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/medcode
Percentile: 0%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Cohere.

19.7%16.1% - 23.3%

MedCode

Test details

What it measures vs what it misses

✓ Measures

✗ Misses

Leaderboard · this benchmark version

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MedCode

Test details

What it measures vs what it misses

✓ Measures

✗ Misses

Leaderboard · this benchmark version