Benchmarks · /benchmarks/vals-ai-public-benefits-bench

Public Benefits Bench

Name: Public Benefits Bench
Creator: Vals AI

Public Benefits Bench result as reported by Vals AI.

Source · Vals AI
Version · vals-ai snapshot 2026-10-03
Scores · 46

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_public_benefits_bench_current

domain

Professional reasoning

What it measures vs what it misses

✓ Measures

Answering SNAP benefits questions across the public-benefits lifecycle.

✗ Misses

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

Why this countsAnswering SNAP benefits questions across the public-benefits lifecycle.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/public-benefits-bench
Percentile: 100%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Anthropic.

76.9%74.8% - 79.1%

#2 · 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/public-benefits-bench
Percentile: 97.8%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Anthropic.

74.9%72.7% - 77.1%

#3 · 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/public-benefits-bench
Percentile: 95.6%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Anthropic.

70.6%68.3% - 73%

#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/public-benefits-bench
Percentile: 93.3%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Anthropic.

70.4%68.1% - 72.8%

#5 · 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/public-benefits-bench
Percentile: 91.1%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Google.

69.8%69.8% - 69.8%

#6 · 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/public-benefits-bench
Percentile: 88.9%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Xiaomi.

68.9%66.6% - 71.3%

#7 · 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/public-benefits-bench
Percentile: 86.7%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Tencent.

68.6%66.2% - 71%

#8 · 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/public-benefits-bench
Percentile: 84.4%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Zhipu AI.

68.5%66.2% - 70.9%

#9 · 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/public-benefits-bench
Percentile: 82.2%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Meta.

68.5%66.1% - 70.8%

#10 · 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/public-benefits-bench
Percentile: 80%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Moonshot AI.

68.2%65.8% - 70.6%

#11 · 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/public-benefits-bench
Percentile: 77.8%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Anthropic.

68.1%65.8% - 70.5%

#12 · 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/public-benefits-bench
Percentile: 75.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Xiaomi.

67.6%65.2% - 70%

#13 · 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/public-benefits-bench
Percentile: 73.3%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Anthropic.

67.2%64.8% - 69.6%

#14 · 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/public-benefits-bench
Percentile: 71.1%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Alibaba.

67.1%64.7% - 69.5%

#15 · 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/public-benefits-bench
Percentile: 68.9%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: SpaceXAI.

66.8%64.4% - 69.2%

#16 · 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/public-benefits-bench
Percentile: 66.7%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: OpenAI.

66.5%64.1% - 68.9%

#17 · 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/public-benefits-bench
Percentile: 64.4%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Anthropic.

66%63.6% - 68.4%

#18 · 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/public-benefits-bench
Percentile: 62.2%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: SpaceXAI.

65.6%63.2% - 68%

#19 · 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/public-benefits-bench
Percentile: 60%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Google.

65.3%62.9% - 67.7%

#20 · 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/public-benefits-bench
Percentile: 57.8%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: DeepSeek.

64.3%61.8% - 66.7%

#21 · 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/public-benefits-bench
Percentile: 55.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: MiniMax.

64.1%61.7% - 66.6%

#22 · 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/public-benefits-bench
Percentile: 53.3%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: DeepSeek.

62.9%60.5% - 65.4%

#23 · Claude Sonnet 4.6

VALS-AI · Oct 1, 2026

Source label: anthropic/claude-sonnet-4-6

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/public-benefits-bench
Percentile: 51.1%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Anthropic.

62.4%60% - 64.9%

#24 · 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/public-benefits-bench
Percentile: 48.9%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: OpenAI.

62.4%59.9% - 64.9%

#25 · 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/public-benefits-bench
Percentile: 46.7%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Zhipu AI.

61.8%59.4% - 64.3%

#26 · muse-spark-1.1

VALS-AI · Oct 1, 2026

Source label: meta/muse_spark_1_1

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/public-benefits-bench
Percentile: 44.4%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Meta.

61.3%58.8% - 63.8%

#27 · 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/public-benefits-bench
Percentile: 42.2%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: OpenAI.

61.2%58.7% - 63.6%

#28 · 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/public-benefits-bench
Percentile: 40%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: OpenAI.

60.9%58.4% - 63.4%

#29 · 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/public-benefits-bench
Percentile: 37.8%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Google.

59.5%57% - 62%

#30 · 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/public-benefits-bench
Percentile: 35.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Thinkingmachines.

59.4%56.9% - 61.9%

#31 · 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/public-benefits-bench
Percentile: 33.3%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: OpenAI.

59.3%56.8% - 61.8%

#32 · 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/public-benefits-bench
Percentile: 31.1%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Thinkingmachines.

58.5%55.9% - 61%

#33 · Step 5 Preview

VALS-AI · Oct 1, 2026

Source label: stepfun/step-5-preview

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/public-benefits-bench
Percentile: 28.9%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Stepfun.

58.1%55.6% - 60.6%

#34 · 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/public-benefits-bench
Percentile: 26.7%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: OpenAI.

57.6%55.1% - 60.2%

#35 · 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/public-benefits-bench
Percentile: 24.4%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Moonshot AI.

56.6%54.1% - 59.2%

#36 · 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/public-benefits-bench
Percentile: 24.4%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: OpenAI.

56.6%54.1% - 59.2%

#37 · 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/public-benefits-bench
Percentile: 20%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Google.

56.6%54% - 59.1%

#38 · Claude Haiku 4.5

VALS-AI · Oct 1, 2026

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

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/public-benefits-bench
Percentile: 17.8%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Anthropic.

54.3%51.7% - 56.8%

#39 · 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/public-benefits-bench
Percentile: 15.6%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Google.

53.8%51.2% - 56.3%

#40 · 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/public-benefits-bench
Percentile: 13.3%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Google.

51.8%49.3% - 54.4%

#41 · 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/public-benefits-bench
Percentile: 11.1%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: SpaceXAI.

51.7%49.1% - 54.2%

#42 · 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/public-benefits-bench
Percentile: 8.9%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Ant.

50.7%48.2% - 53.3%

#43 · 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/public-benefits-bench
Percentile: 6.7%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Inception.

45.3%42.7% - 47.8%

#44 · Grok 4.1 Fast

VALS-AI · Oct 1, 2026

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

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/public-benefits-bench
Percentile: 4.4%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: SpaceXAI.

44.8%42.3% - 47.3%

#45 · 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/public-benefits-bench
Percentile: 2.2%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Poolside.

43.8%41.3% - 46.4%

#46 · 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/public-benefits-bench
Percentile: 0%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Poolside.

41.4%38.9% - 43.9%

Benchmarks · /benchmarks/vals-ai-public-benefits-bench

Public Benefits Bench

Public Benefits Bench result as reported by Vals AI.

Source · Vals AI
Version · vals-ai snapshot 2026-10-03
Scores · 46

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_public_benefits_bench_current

domain

Professional reasoning

What it measures vs what it misses

✓ Measures

Answering SNAP benefits questions across the public-benefits lifecycle.

✗ 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/public-benefits-bench
Percentile: 100%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Anthropic.

76.9%74.8% - 79.1%

#2 · 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/public-benefits-bench
Percentile: 97.8%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Anthropic.

74.9%72.7% - 77.1%

#3 · 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/public-benefits-bench
Percentile: 95.6%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Anthropic.

70.6%68.3% - 73%

#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/public-benefits-bench
Percentile: 93.3%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Anthropic.

70.4%68.1% - 72.8%

#5 · 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/public-benefits-bench
Percentile: 91.1%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Google.

69.8%69.8% - 69.8%

#6 · 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/public-benefits-bench
Percentile: 88.9%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Xiaomi.

68.9%66.6% - 71.3%

#7 · 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/public-benefits-bench
Percentile: 86.7%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Tencent.

68.6%66.2% - 71%

#8 · 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/public-benefits-bench
Percentile: 84.4%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Zhipu AI.

68.5%66.2% - 70.9%

#9 · 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/public-benefits-bench
Percentile: 82.2%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Meta.

68.5%66.1% - 70.8%

#10 · 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/public-benefits-bench
Percentile: 80%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Moonshot AI.

68.2%65.8% - 70.6%

#11 · 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/public-benefits-bench
Percentile: 77.8%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Anthropic.

68.1%65.8% - 70.5%

#12 · 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/public-benefits-bench
Percentile: 75.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Xiaomi.

67.6%65.2% - 70%

#13 · 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/public-benefits-bench
Percentile: 73.3%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Anthropic.

67.2%64.8% - 69.6%

#14 · 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/public-benefits-bench
Percentile: 71.1%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Alibaba.

67.1%64.7% - 69.5%

#15 · 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/public-benefits-bench
Percentile: 68.9%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: SpaceXAI.

66.8%64.4% - 69.2%

#16 · 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/public-benefits-bench
Percentile: 66.7%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: OpenAI.

66.5%64.1% - 68.9%

#17 · 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/public-benefits-bench
Percentile: 64.4%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Anthropic.

66%63.6% - 68.4%

#18 · 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/public-benefits-bench
Percentile: 62.2%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: SpaceXAI.

65.6%63.2% - 68%

#19 · 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/public-benefits-bench
Percentile: 60%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Google.

65.3%62.9% - 67.7%

#20 · 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/public-benefits-bench
Percentile: 57.8%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: DeepSeek.

64.3%61.8% - 66.7%

#21 · 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/public-benefits-bench
Percentile: 55.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: MiniMax.

64.1%61.7% - 66.6%

#22 · 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/public-benefits-bench
Percentile: 53.3%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: DeepSeek.

62.9%60.5% - 65.4%

#23 · Claude Sonnet 4.6

VALS-AI · Oct 1, 2026

Source label: anthropic/claude-sonnet-4-6

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/public-benefits-bench
Percentile: 51.1%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Anthropic.

62.4%60% - 64.9%

#24 · 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/public-benefits-bench
Percentile: 48.9%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: OpenAI.

62.4%59.9% - 64.9%

#25 · 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/public-benefits-bench
Percentile: 46.7%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Zhipu AI.

61.8%59.4% - 64.3%

#26 · muse-spark-1.1

VALS-AI · Oct 1, 2026

Source label: meta/muse_spark_1_1

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/public-benefits-bench
Percentile: 44.4%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Meta.

61.3%58.8% - 63.8%

#27 · 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/public-benefits-bench
Percentile: 42.2%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: OpenAI.

61.2%58.7% - 63.6%

#28 · 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/public-benefits-bench
Percentile: 40%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: OpenAI.

60.9%58.4% - 63.4%

#29 · 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/public-benefits-bench
Percentile: 37.8%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Google.

59.5%57% - 62%

#30 · 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/public-benefits-bench
Percentile: 35.6%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Thinkingmachines.

59.4%56.9% - 61.9%

#31 · 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/public-benefits-bench
Percentile: 33.3%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: OpenAI.

59.3%56.8% - 61.8%

#32 · 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/public-benefits-bench
Percentile: 31.1%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Thinkingmachines.

58.5%55.9% - 61%

#33 · Step 5 Preview

VALS-AI · Oct 1, 2026

Source label: stepfun/step-5-preview

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/public-benefits-bench
Percentile: 28.9%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Stepfun.

58.1%55.6% - 60.6%

#34 · 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/public-benefits-bench
Percentile: 26.7%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: OpenAI.

57.6%55.1% - 60.2%

#35 · 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/public-benefits-bench
Percentile: 24.4%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Moonshot AI.

56.6%54.1% - 59.2%

#36 · 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/public-benefits-bench
Percentile: 24.4%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: OpenAI.

56.6%54.1% - 59.2%

#37 · 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/public-benefits-bench
Percentile: 20%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Google.

56.6%54% - 59.1%

#38 · Claude Haiku 4.5

VALS-AI · Oct 1, 2026

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

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/public-benefits-bench
Percentile: 17.8%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Anthropic.

54.3%51.7% - 56.8%

#39 · 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/public-benefits-bench
Percentile: 15.6%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Google.

53.8%51.2% - 56.3%

#40 · 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/public-benefits-bench
Percentile: 13.3%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Google.

51.8%49.3% - 54.4%

#41 · 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/public-benefits-bench
Percentile: 11.1%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: SpaceXAI.

51.7%49.1% - 54.2%

#42 · 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/public-benefits-bench
Percentile: 8.9%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Ant.

50.7%48.2% - 53.3%

#43 · 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/public-benefits-bench
Percentile: 6.7%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Inception.

45.3%42.7% - 47.8%

#44 · Grok 4.1 Fast

VALS-AI · Oct 1, 2026

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

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://www.vals.ai/benchmarks/public-benefits-bench
Percentile: 4.4%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: SpaceXAI.

44.8%42.3% - 47.3%

#45 · 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/public-benefits-bench
Percentile: 2.2%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Poolside.

43.8%41.3% - 46.4%

#46 · 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/public-benefits-bench
Percentile: 0%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Poolside.

41.4%38.9% - 43.9%

Public Benefits Bench

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Public Benefits Bench

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What it measures vs what it misses

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