Benchmarks · /benchmarks/scale-tutorbench

TutorBench

Name: TutorBench
Creator: Scale Labs

Scale tutoring evaluation on math, science, and instructional guidance quality.

Source · Scale Labs
Version · scale-labs snapshot 2026-10-03
Scores · 28

Test details

Visible tradeoffsThis is a rubric-judged signal, so it is more structured than arena taste but still depends on the scoring rubric.

source

Scale Labs

metric

Score (%)

judge

Rubric

direction

higher better

group id

scale_tutorbench_current

domain

Reasoning / math / science

What it measures vs what it misses

✓ Measures

How well a model tutors through multi-step academic problems. Instruction quality, pedagogy, and reasoning support on teaching-style prompts.

✗ Misses

Live classroom preference. Latency and cost.

Why this countsIt is one of the cleaner reads on deliberate reasoning strength rather than style or popularity.Same-test ruleThis percentile only compares models inside the exact benchmark/version group shown here. It is not a universal score.What it missesIt still misses product usability, latency, and whether the model stays correct in messy real workflows.

Leaderboard · this benchmark version

#1 · muse-spark

SL · Oct 3, 2026

Source label: Muse Spark

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 100%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: Muse Spark. Collapse policy: highest reported score per canonical model.

68.6%

#2 · GPT-5.4

SL · Oct 3, 2026

Source label: gpt-5.4-pro-2026-03-05

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 96.3%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: gpt-5.4-pro-2026-03-05. Collapse policy: highest reported score per canonical model.

56.6%

#3 · Gemini 2.5 Pro

SL · Oct 3, 2026

Source label: gemini-2.5-pro-preview-06-05

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 92.6%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: gemini-2.5-pro-preview-06-05. Collapse policy: highest reported score per canonical model.

55.7%

#4 · GPT-5

SL · Oct 3, 2026

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

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 88.9%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: gpt-5-2025-08-07. Collapse policy: highest reported score per canonical model.

55.3%

#5 · GPT-5.4 mini

SL · Oct 3, 2026

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

backfilledproxy backfilledBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 88.9%
Last updated: recent
Eligibility: Fallback benchmark identity is visible for context but excluded from default ranking.
Identity: benchmark proxy (0.58)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: gpt-5-2025-08-07. Collapse policy: highest reported score per canonical model. Backfilled from GPT-5 via approved benchmark identity mapping map-gpt-5-4-mini-to-gpt-5.

55.3%

#6 · GPT-5.4 nano

SL · Oct 3, 2026

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

backfilledproxy backfilledBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 88.9%
Last updated: recent
Eligibility: Fallback benchmark identity is visible for context but excluded from default ranking.
Identity: benchmark proxy (0.58)

55.3%

#7 · o3-pro-2025-06-10

SL · Oct 3, 2026

verified runtimeexact direct

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 77.8%
Last updated: recent
Eligibility: headline eligible
Identity: exact (1.00)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: o3-pro-2025-06-10. Collapse policy: highest reported score per canonical model.

54.6%

#8 · Kimi K2.5 (Reasoning)

SL · Oct 3, 2026

Source label: kimi-k2.5

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 74.1%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: kimi-k2.5. Collapse policy: highest reported score per canonical model.

54.6%

#9 · GPT-5.1

SL · Oct 3, 2026

Source label: gpt-5.1-thinking

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 70.4%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.92)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: gpt-5.1-thinking. Collapse policy: highest reported score per canonical model.

54.1%

#10 · Claude Opus 4.6

SL · Oct 3, 2026

Source label: claude-opus-4-6-thinking-max

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 66.7%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.92)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: claude-opus-4-6-thinking-max. Collapse policy: highest reported score per canonical model.

53.7%

#11 · Gemini 3 Pro Preview

SL · Oct 3, 2026

verified runtimeexact directBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 63%
Last updated: recent
Eligibility: preview_model
Identity: exact (1.00)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: gemini-3-pro-preview. Collapse policy: highest reported score per canonical model.

53.7%

#12 · gpt-5.2-2025-12-11

SL · Oct 3, 2026

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

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 59.3%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: gpt-5.2-2025-12-11. Collapse policy: highest reported score per canonical model.

53.5%

#13 · Gemini 3.1 Pro Preview

SL · Oct 3, 2026

Source label: gemini-3.1-pro-preview

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 55.6%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.92)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: gemini-3.1-pro-preview. Collapse policy: highest reported score per canonical model.

53%

#14 · o3-2025-04-16-medium

SL · Oct 3, 2026

verified runtimeexact direct

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 51.9%
Last updated: recent
Eligibility: headline eligible
Identity: exact (1.00)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: o3-2025-04-16-medium. Collapse policy: highest reported score per canonical model.

52.8%

#15 · o3-2025-04-16-high

SL · Oct 3, 2026

verified runtimeexact direct

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 48.1%
Last updated: recent
Eligibility: headline eligible
Identity: exact (1.00)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: o3-2025-04-16-high. Collapse policy: highest reported score per canonical model.

52.1%

#16 · Gemini 3.1 Flash-Lite Preview

SL · Oct 3, 2026

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

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 44.4%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.92)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: gemini-3.1-flash-lite-preview. Collapse policy: highest reported score per canonical model.

51.5%

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

SL · Oct 3, 2026

verified runtimeexact direct

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 40.7%
Last updated: recent
Eligibility: headline eligible
Identity: exact (1.00)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: claude-opus-4-5-20251101-thinking. Collapse policy: highest reported score per canonical model.

51.2%

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

SL · Oct 3, 2026

verified runtimeexact direct

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 37%
Last updated: recent
Eligibility: headline eligible
Identity: exact (1.00)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: claude-opus-4-1-20250805-thinking. Collapse policy: highest reported score per canonical model.

50.8%

#19 · Claude Opus 4.5

SL · Oct 3, 2026

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

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 33.3%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.92)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: claude-opus-4-5-20251101. Collapse policy: highest reported score per canonical model.

49.8%

#20 · claude-4-opus-20250514-thinking

SL · Oct 3, 2026

verified runtimeexact direct

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 29.6%
Last updated: recent
Eligibility: headline eligible
Identity: exact (1.00)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: claude-4-opus-20250514-thinking. Collapse policy: highest reported score per canonical model.

49.7%

#21 · gpt-5.1-instant

SL · Oct 3, 2026

Source label: gpt-5.1-instant

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 25.9%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: gpt-5.1-instant. Collapse policy: highest reported score per canonical model.

49.1%

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

SL · Oct 3, 2026

verified runtimeexact direct

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 22.2%
Last updated: recent
Eligibility: headline eligible
Identity: exact (1.00)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: claude-sonnet-4-5-20250929-thinking. Collapse policy: highest reported score per canonical model.

49%

#23 · claude-opus-4-1-20250805_anthropic

SL · Oct 3, 2026

Source label: claude-opus-4-1-20250805_anthropic

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 18.5%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: claude-opus-4-1-20250805_anthropic. Collapse policy: highest reported score per canonical model.

47.4%

#24 · claude-37-sonnet-thinking

SL · Oct 3, 2026

verified runtimeexact direct

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 14.8%
Last updated: recent
Eligibility: headline eligible
Identity: exact (1.00)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: claude-37-sonnet-thinking. Collapse policy: highest reported score per canonical model.

46.5%

#25 · Claude Sonnet 4.5

SL · Oct 3, 2026

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

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 11.1%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.92)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: claude-sonnet-4-5-20250929. Collapse policy: highest reported score per canonical model.

45.7%

#26 · Claude Opus 4

SL · Oct 3, 2026

Source label: claude-opus-4-20250514

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 7.4%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.92)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: claude-opus-4-20250514. Collapse policy: highest reported score per canonical model.

45.5%

#27 · Llama 4 Maverick

SL · Oct 3, 2026

Source label: llama4-maverick

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 3.7%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: llama4-maverick. Collapse policy: highest reported score per canonical model.

40.2%

#28 · GPT-4o

SL · Oct 3, 2026

verified runtimeexact direct

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 0%
Last updated: recent
Eligibility: headline eligible
Identity: exact (1.00)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: gpt-4o. Collapse policy: highest reported score per canonical model.

36.1%

Benchmarks · /benchmarks/scale-tutorbench

TutorBench

Scale tutoring evaluation on math, science, and instructional guidance quality.

Source · Scale Labs
Version · scale-labs snapshot 2026-10-03
Scores · 28

Test details

Visible tradeoffsThis is a rubric-judged signal, so it is more structured than arena taste but still depends on the scoring rubric.

source

Scale Labs

metric

Score (%)

judge

Rubric

direction

higher better

group id

scale_tutorbench_current

domain

Reasoning / math / science

What it measures vs what it misses

✓ Measures

How well a model tutors through multi-step academic problems. Instruction quality, pedagogy, and reasoning support on teaching-style prompts.

✗ Misses

Live classroom preference. Latency and cost.

Leaderboard · this benchmark version

#1 · muse-spark

SL · Oct 3, 2026

Source label: Muse Spark

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 100%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: Muse Spark. Collapse policy: highest reported score per canonical model.

68.6%

#2 · GPT-5.4

SL · Oct 3, 2026

Source label: gpt-5.4-pro-2026-03-05

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 96.3%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: gpt-5.4-pro-2026-03-05. Collapse policy: highest reported score per canonical model.

56.6%

#3 · Gemini 2.5 Pro

SL · Oct 3, 2026

Source label: gemini-2.5-pro-preview-06-05

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 92.6%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: gemini-2.5-pro-preview-06-05. Collapse policy: highest reported score per canonical model.

55.7%

#4 · GPT-5

SL · Oct 3, 2026

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

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 88.9%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: gpt-5-2025-08-07. Collapse policy: highest reported score per canonical model.

55.3%

#5 · GPT-5.4 mini

SL · Oct 3, 2026

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

backfilledproxy backfilledBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 88.9%
Last updated: recent
Eligibility: Fallback benchmark identity is visible for context but excluded from default ranking.
Identity: benchmark proxy (0.58)

55.3%

#6 · GPT-5.4 nano

SL · Oct 3, 2026

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

backfilledproxy backfilledBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 88.9%
Last updated: recent
Eligibility: Fallback benchmark identity is visible for context but excluded from default ranking.
Identity: benchmark proxy (0.58)

55.3%

#7 · o3-pro-2025-06-10

SL · Oct 3, 2026

verified runtimeexact direct

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 77.8%
Last updated: recent
Eligibility: headline eligible
Identity: exact (1.00)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: o3-pro-2025-06-10. Collapse policy: highest reported score per canonical model.

54.6%

#8 · Kimi K2.5 (Reasoning)

SL · Oct 3, 2026

Source label: kimi-k2.5

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 74.1%
Last updated: recent
Eligibility: benchmark_derived_model
Identity: provider alias (0.92)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: kimi-k2.5. Collapse policy: highest reported score per canonical model.

54.6%

#9 · GPT-5.1

SL · Oct 3, 2026

Source label: gpt-5.1-thinking

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 70.4%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.92)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: gpt-5.1-thinking. Collapse policy: highest reported score per canonical model.

54.1%

#10 · Claude Opus 4.6

SL · Oct 3, 2026

Source label: claude-opus-4-6-thinking-max

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 66.7%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.92)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: claude-opus-4-6-thinking-max. Collapse policy: highest reported score per canonical model.

53.7%

#11 · Gemini 3 Pro Preview

SL · Oct 3, 2026

verified runtimeexact directBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 63%
Last updated: recent
Eligibility: preview_model
Identity: exact (1.00)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: gemini-3-pro-preview. Collapse policy: highest reported score per canonical model.

53.7%

#12 · gpt-5.2-2025-12-11

SL · Oct 3, 2026

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

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 59.3%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: gpt-5.2-2025-12-11. Collapse policy: highest reported score per canonical model.

53.5%

#13 · Gemini 3.1 Pro Preview

SL · Oct 3, 2026

Source label: gemini-3.1-pro-preview

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 55.6%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.92)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: gemini-3.1-pro-preview. Collapse policy: highest reported score per canonical model.

53%

#14 · o3-2025-04-16-medium

SL · Oct 3, 2026

verified runtimeexact direct

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 51.9%
Last updated: recent
Eligibility: headline eligible
Identity: exact (1.00)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: o3-2025-04-16-medium. Collapse policy: highest reported score per canonical model.

52.8%

#15 · o3-2025-04-16-high

SL · Oct 3, 2026

verified runtimeexact direct

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 48.1%
Last updated: recent
Eligibility: headline eligible
Identity: exact (1.00)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: o3-2025-04-16-high. Collapse policy: highest reported score per canonical model.

52.1%

#16 · Gemini 3.1 Flash-Lite Preview

SL · Oct 3, 2026

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

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 44.4%
Last updated: recent
Eligibility: preview_model
Identity: provider alias (0.92)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: gemini-3.1-flash-lite-preview. Collapse policy: highest reported score per canonical model.

51.5%

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

SL · Oct 3, 2026

verified runtimeexact direct

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 40.7%
Last updated: recent
Eligibility: headline eligible
Identity: exact (1.00)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: claude-opus-4-5-20251101-thinking. Collapse policy: highest reported score per canonical model.

51.2%

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

SL · Oct 3, 2026

verified runtimeexact direct

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 37%
Last updated: recent
Eligibility: headline eligible
Identity: exact (1.00)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: claude-opus-4-1-20250805-thinking. Collapse policy: highest reported score per canonical model.

50.8%

#19 · Claude Opus 4.5

SL · Oct 3, 2026

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

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 33.3%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.92)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: claude-opus-4-5-20251101. Collapse policy: highest reported score per canonical model.

49.8%

#20 · claude-4-opus-20250514-thinking

SL · Oct 3, 2026

verified runtimeexact direct

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 29.6%
Last updated: recent
Eligibility: headline eligible
Identity: exact (1.00)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: claude-4-opus-20250514-thinking. Collapse policy: highest reported score per canonical model.

49.7%

#21 · gpt-5.1-instant

SL · Oct 3, 2026

Source label: gpt-5.1-instant

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 25.9%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: gpt-5.1-instant. Collapse policy: highest reported score per canonical model.

49.1%

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

SL · Oct 3, 2026

verified runtimeexact direct

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 22.2%
Last updated: recent
Eligibility: headline eligible
Identity: exact (1.00)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: claude-sonnet-4-5-20250929-thinking. Collapse policy: highest reported score per canonical model.

49%

#23 · claude-opus-4-1-20250805_anthropic

SL · Oct 3, 2026

Source label: claude-opus-4-1-20250805_anthropic

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 18.5%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: claude-opus-4-1-20250805_anthropic. Collapse policy: highest reported score per canonical model.

47.4%

#24 · claude-37-sonnet-thinking

SL · Oct 3, 2026

verified runtimeexact direct

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 14.8%
Last updated: recent
Eligibility: headline eligible
Identity: exact (1.00)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: claude-37-sonnet-thinking. Collapse policy: highest reported score per canonical model.

46.5%

#25 · Claude Sonnet 4.5

SL · Oct 3, 2026

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

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 11.1%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.92)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: claude-sonnet-4-5-20250929. Collapse policy: highest reported score per canonical model.

45.7%

#26 · Claude Opus 4

SL · Oct 3, 2026

Source label: claude-opus-4-20250514

verified runtimeexact aliasBackground only

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 7.4%
Last updated: recent
Eligibility: historical_model
Identity: provider alias (0.92)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: claude-opus-4-20250514. Collapse policy: highest reported score per canonical model.

45.5%

#27 · Llama 4 Maverick

SL · Oct 3, 2026

Source label: llama4-maverick

verified runtimeexact alias

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 3.7%
Last updated: recent
Eligibility: headline eligible
Identity: provider alias (0.92)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: llama4-maverick. Collapse policy: highest reported score per canonical model.

40.2%

#28 · GPT-4o

SL · Oct 3, 2026

verified runtimeexact direct

Raw row drilldownsource, percentile, eligibility

Source URL: https://labs.scale.com/leaderboard/tutorbench
Percentile: 0%
Last updated: recent
Eligibility: headline eligible
Identity: exact (1.00)

Parsed from the public Scale Labs page for scale-tutorbench. Reported model configuration: gpt-4o. Collapse policy: highest reported score per canonical model.

36.1%

TutorBench

Test details

What it measures vs what it misses

✓ Measures

✗ Misses

Leaderboard · this benchmark version

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TutorBench

Test details

What it measures vs what it misses

✓ Measures

✗ Misses

Leaderboard · this benchmark version