RankingEffort benchmarks

Claude Opus 4.5 effort benchmarks

Compare measured Low, Medium, High and other settings. Every number keeps its source.

Claude Opus 4.5

65 measured results · 8 reported effort labels · 47 benchmark/harness combinations. Model evidence and sources →

Capability score evidence

Claude Opus 4.5 · Thinking 64K: 29.3 overall comparison score. Meets the overall evidence requirements.

Which sources carry the weight?
  • LiveBench · 100.0% direct comparison weight · independent

These shares describe the comparisons entering the fit, not fractions of the final score.

How sensitive is this score?

Remove one evaluator or family and refit the graph against the same overall panel. Values use the matching dataset audited 2026-09-12. These are sensitivity checks, not confidence intervals; ranking eligibility may also change.

Removed evidenceRecomputed scoreChange
Artificial Analysis29.6+0.3
ARC Prize30.9+1.6
Datacurve26.8-2.6
LiveCodeBench29.4+0.0
Scale30.5+1.1
Terminal-Bench29.6+0.2
Cognition31.4+2.1
LiveBenchComparison path lost
SWE-rebench28.6-0.7
Epoch AI29.9+0.5
Vals AI29.1-0.2
Provider reports · Anthropic29.3-0.0
Provider reports · Moonshot AI29.4+0.1
Provider reports · Meta29.1-0.2
Provider reports · Mistral29.3+0.0
All provider reports29.2-0.2
Every benchmark family
Removed evidenceRecomputed scoreChange
multi-swe-bench32.9+3.5
livebench-coding25.9-3.5
deepswe26.8-2.6
livebench-instructions31.6+2.2
frontiercode31.4+2.1
livebench-reasoning31.3+2.0
livebench-language27.4-1.9
livebench-math27.6-1.8
arc-agi30.6+1.3
mmmu-pro30.3+1.0
swe-rebench28.6-0.7
terminal-bench29.8+0.5
hle29.8+0.4
mmlu-pro29.7+0.4
livebench-data29.0-0.3
epoch-game-puzzles29.1-0.3
vals-finance-agent29.1-0.2
vibe-code29.2-0.2
ifbench29.2-0.2
swe-atlas-qna29.2-0.2
aime29.2-0.2
harvey29.2-0.1
frontiermath29.4+0.1
tau-bench29.2-0.1
simpleqa29.2-0.1
enigma-eval29.4+0.1
gpqa29.2-0.1
gdp-pdf29.4+0.1
vals-code-migration29.4+0.1
swe-atlas-test-writing29.3-0.0
arc-agi-329.3-0.0
briefcase29.4+0.0
livecodebench29.4+0.0
omniscience29.3+0.0
vals-legal-research29.3+0.0
vals-excel-modeling29.3-0.0
swe-bench-pro29.3+0.0
swe-atlas-refactoring29.3-0.0
aa-lcr29.3-0.0
gmmlu29.3+0.0
enterprise-ops29.3-0.0
automationbench29.3-0.0
math50029.3+0.0
gdpval29.3+0.0
apex-agents29.3-0.0
analyst-agent29.3-0.0
itbench29.3+0.0
scicode29.3+0.0
critpt29.3-0.0
What evidence is missing from the fit?

Across all collected settings for this model: 68 observations, 56 contributing, 0 matched without graph weight and 12 excluded. Counts do not establish rank eligibility.

  • 2 · Benchmark family or source protocol has not been reviewed
  • 3 · Effort is not identified
  • 4 · Fewer than two distinct model identities remain in this evaluation
  • 3 · No reviewed effort for this catalog observation; any separately collected effort measurement is counted separately
Inspect every observation and exclusion →

Capability profile

One configuration, seven capabilities

Comparison score · 0–100
Claude Opus 4.5 · Thinking 64K capability radarComparison scores from 0 to 100. Unknown capabilities have no point; lines stop at gaps. Hollow points are preliminary. Exact values and support labels follow the chart.AgenticHard reasoningCodingHuman prefKnowledgeMultimodalLong context50100Claude Opus 4.5 · Thinking 64K · Agentic: 41.1 · PreliminaryClaude Opus 4.5 · Thinking 64K · Hard reasoning: 35.2 · SupportedClaude Opus 4.5 · Thinking 64K · Coding: 32.0 · SupportedClaude Opus 4.5 · Thinking 64K · Knowledge: 29.1 · Supported

Gaps are unknown, not zero. Hollow points are preliminary.

  • Agentic

    A41.1Preliminary
  • Hard reasoning

    A35.2Supported
  • Coding

    A32.0Supported
  • Human pref

    Unknown
  • Knowledge

    A29.1Supported
  • Multimodal

    Unknown
  • Long context

    Unknown

Each profile belongs to the named configuration. Capability scores use a shared panel for all axes, distinct from the overall ranking panel; they are not accuracy percentages or direct head-to-head wins.

These are published benchmark scores. Supported effort estimates also appear on the Capability leaderboard. Results from different harnesses occupy different rows. Missing cells stay unknown; no scores are copied between effort levels.

Benchmark / sourceThinking 64KThinkingThinking 16KThinking 32KThinking 48KReasoningNon-reasoningUnspecified
AIME 2025Artificial Analysis · Artificial Analysis published evaluation; see source for benchmark-specific settings
Benchmark details

Independently benchmarked by Artificial Analysis · Evaluation results measured independently by Artificial Analysis

Unit: percent. Source collected 2026-09-12.

Not reportedNot reportedNot reportedNot reportedNot reported
91.33%
Reported settings

Claude Opus 4.5 (Reasoning); Model source: https://artificialanalysis.ai/models/claude-opus-4-5-thinking

62.67%
Reported settings

Claude Opus 4.5 (Non-reasoning); Model source: https://artificialanalysis.ai/models/claude-opus-4-5

Not reported
AA-LCR v1.1Artificial Analysis · Artificial Analysis published evaluation; see source for benchmark-specific settings
Benchmark details

Independently benchmarked by Artificial Analysis · Evaluation results measured independently by Artificial Analysis

Unit: percent. Source collected 2026-09-12.

Not reportedNot reportedNot reportedNot reportedNot reported
77.33%
Reported settings

Claude Opus 4.5 (Reasoning); Model source: https://artificialanalysis.ai/models/claude-opus-4-5-thinking

70.67%
Reported settings

Claude Opus 4.5 (Non-reasoning); Model source: https://artificialanalysis.ai/models/claude-opus-4-5

Not reported
CritPtArtificial Analysis · Artificial Analysis published evaluation; see source for benchmark-specific settings
Benchmark details

Benchmark developed by Argonne and UIUC, with contributions from 60+ researchers globally · Independently benchmarked by Artificial Analysis · Evaluation results measured independently by Artificial Analysis

Unit: percent. Source collected 2026-09-12.

Not reportedNot reportedNot reportedNot reportedNot reported
4.57%
Reported settings

Claude Opus 4.5 (Reasoning); Model source: https://artificialanalysis.ai/models/claude-opus-4-5-thinking

0.29%
Reported settings

Claude Opus 4.5 (Non-reasoning); Model source: https://artificialanalysis.ai/models/claude-opus-4-5

Not reported
Global-MMLU-LiteArtificial Analysis · Artificial Analysis published evaluation; see source for benchmark-specific settings
Benchmark details

Independently benchmarked by Artificial Analysis · Evaluation results measured independently by Artificial Analysis

Unit: percent. Source collected 2026-09-12.

Not reportedNot reportedNot reportedNot reportedNot reported
91.28%
Reported settings

Claude Opus 4.5 (Reasoning); Model source: https://artificialanalysis.ai/models/claude-opus-4-5-thinking

90.59%
Reported settings

Claude Opus 4.5 (Non-reasoning); Model source: https://artificialanalysis.ai/models/claude-opus-4-5

Not reported
GPQA DiamondArtificial Analysis · Artificial Analysis published evaluation; see source for benchmark-specific settings
Benchmark details

Independently benchmarked by Artificial Analysis · Evaluation results measured independently by Artificial Analysis

Unit: percent. Source collected 2026-09-12.

Not reportedNot reportedNot reportedNot reportedNot reported
86.57%
Reported settings

Claude Opus 4.5 (Reasoning); Model source: https://artificialanalysis.ai/models/claude-opus-4-5-thinking

81.01%
Reported settings

Claude Opus 4.5 (Non-reasoning); Model source: https://artificialanalysis.ai/models/claude-opus-4-5

Not reported
Humanity's Last ExamArtificial Analysis · Artificial Analysis published evaluation; see source for benchmark-specific settings
Benchmark details

Independently benchmarked by Artificial Analysis · Evaluation results measured independently by Artificial Analysis

Unit: percent. Source collected 2026-09-12.

Not reportedNot reportedNot reportedNot reportedNot reported
30.12%
Reported settings

Claude Opus 4.5 (Reasoning); Model source: https://artificialanalysis.ai/models/claude-opus-4-5-thinking

13.16%
Reported settings

Claude Opus 4.5 (Non-reasoning); Model source: https://artificialanalysis.ai/models/claude-opus-4-5

Not reported
IFBenchArtificial Analysis · Artificial Analysis published evaluation; see source for benchmark-specific settings
Benchmark details

Independently benchmarked by Artificial Analysis · Evaluation results measured independently by Artificial Analysis

Unit: percent. Source collected 2026-09-12.

Not reportedNot reportedNot reportedNot reportedNot reported
57.96%
Reported settings

Claude Opus 4.5 (Reasoning); Model source: https://artificialanalysis.ai/models/claude-opus-4-5-thinking

42.99%
Reported settings

Claude Opus 4.5 (Non-reasoning); Model source: https://artificialanalysis.ai/models/claude-opus-4-5

Not reported
LiveCodeBenchArtificial Analysis · Artificial Analysis published evaluation; see source for benchmark-specific settings
Benchmark details

Independently benchmarked by Artificial Analysis · Evaluation results measured independently by Artificial Analysis

Unit: percent. Source collected 2026-09-12.

Not reportedNot reportedNot reportedNot reportedNot reported
87.09%
Reported settings

Claude Opus 4.5 (Reasoning); Model source: https://artificialanalysis.ai/models/claude-opus-4-5-thinking

73.76%
Reported settings

Claude Opus 4.5 (Non-reasoning); Model source: https://artificialanalysis.ai/models/claude-opus-4-5

Not reported
MMLU-ProArtificial Analysis · Artificial Analysis published evaluation; see source for benchmark-specific settings
Benchmark details

Independently benchmarked by Artificial Analysis · Evaluation results measured independently by Artificial Analysis

Unit: percent. Source collected 2026-09-12.

Not reportedNot reportedNot reportedNot reportedNot reported
89.45%
Reported settings

Claude Opus 4.5 (Reasoning); Model source: https://artificialanalysis.ai/models/claude-opus-4-5-thinking

88.92%
Reported settings

Claude Opus 4.5 (Non-reasoning); Model source: https://artificialanalysis.ai/models/claude-opus-4-5

Not reported
MMMU-ProArtificial Analysis · Artificial Analysis published evaluation; see source for benchmark-specific settings
Benchmark details

Independently benchmarked by Artificial Analysis · Evaluation results measured independently by Artificial Analysis

Unit: percent. Source collected 2026-09-12.

Not reportedNot reportedNot reportedNot reportedNot reported
74.05%
Reported settings

Claude Opus 4.5 (Reasoning); Model source: https://artificialanalysis.ai/models/claude-opus-4-5-thinking

71.21%
Reported settings

Claude Opus 4.5 (Non-reasoning); Model source: https://artificialanalysis.ai/models/claude-opus-4-5

Not reported
AA-Omniscience IndexArtificial Analysis · Artificial Analysis published evaluation; see source for benchmark-specific settings
Benchmark details

AA-Omniscience Index (higher is better) measures knowledge reliability and hallucination. It rewards correct answers, penalizes hallucinations, and has no penalty for refusing to answer. Scores range from -100 to 100, where 0 means as many correct as incorrect answers, and negative scores mean more incorrect than correct. · Evaluation results measured independently by Artificial Analysis

Unit: index. Source collected 2026-09-12.

Not reportedNot reportedNot reportedNot reportedNot reported
14
Reported settings

Claude Opus 4.5 (Reasoning); Model source: https://artificialanalysis.ai/models/claude-opus-4-5-thinking

-4.13
Reported settings

Claude Opus 4.5 (Non-reasoning); Model source: https://artificialanalysis.ai/models/claude-opus-4-5

Not reported
AA-Omniscience AccuracyArtificial Analysis · 6000 questions; 1 attempt; correct-answer share; GPT-5.6 Luna medium grader
Benchmark details

AA-Omniscience Accuracy (higher is better) measures the proportion of correctly answered questions out of all questions, regardless of whether the model chooses to answer · Evaluation results measured independently by Artificial Analysis

Unit: percent. Source collected 2026-09-12.

Not reportedNot reportedNot reportedNot reportedNot reported
46.58%
Reported settings

Claude Opus 4.5 (Reasoning); Model source: https://artificialanalysis.ai/models/claude-opus-4-5-thinking

40.92%
Reported settings

Claude Opus 4.5 (Non-reasoning); Model source: https://artificialanalysis.ai/models/claude-opus-4-5

Not reported
𝜏²-Bench TelecomArtificial Analysis · Artificial Analysis published evaluation; see source for benchmark-specific settings
Benchmark details

Independently benchmarked by Artificial Analysis · Evaluation results measured independently by Artificial Analysis

Unit: percent. Source collected 2026-09-12.

Not reportedNot reportedNot reportedNot reportedNot reported
89.47%
Reported settings

Claude Opus 4.5 (Reasoning); Model source: https://artificialanalysis.ai/models/claude-opus-4-5-thinking

86.26%
Reported settings

Claude Opus 4.5 (Non-reasoning); Model source: https://artificialanalysis.ai/models/claude-opus-4-5

Not reported
Terminal-Bench HardArtificial Analysis · Artificial Analysis published evaluation; see source for benchmark-specific settings
Benchmark details

Independently benchmarked by Artificial Analysis · Evaluation results measured independently by Artificial Analysis

Unit: percent. Source collected 2026-09-12.

Not reportedNot reportedNot reportedNot reportedNot reported
46.97%
Reported settings

Claude Opus 4.5 (Reasoning); Model source: https://artificialanalysis.ai/models/claude-opus-4-5-thinking

40.91%
Reported settings

Claude Opus 4.5 (Non-reasoning); Model source: https://artificialanalysis.ai/models/claude-opus-4-5

Not reported
HLE · text only · Scale official evaluationScale · Scale official evaluation
Benchmark details

Scale text-only public HLE subset; shares the full HLE family budget; automatic answer judging.

Unit: percent. Source collected 2026-09-12.

Not reported
26.32%
Reported settings

Scale text-only public HLE subset; shares the full HLE family budget; automatic answer judging.; published row 2025-11-26T20:27:42.000Z; reported margin ±1.86 percentage points; Potential contamination warning: This model was evaluated after the public release of HLE, allowing model builder access to the prompts and solutions.

Not reportedNot reportedNot reportedNot reportedNot reportedNot reported
HLE · full · Scale official evaluationScale · Scale official evaluation
Benchmark details

Scale full public HLE; 2,500 questions; automatic answer judging; temperature 0 when configurable. Public-set contamination caveats retained per result.

Unit: percent. Source collected 2026-09-12.

Not reported
25.2%
Reported settings

Scale full public HLE; 2,500 questions; automatic answer judging; temperature 0 when configurable. Public-set contamination caveats retained per result.; published row 2025-11-26T20:23:24.000Z; reported margin ±1.7 percentage points; Potential contamination warning: This model was evaluated after the public release of HLE, allowing model builder access to the prompts and solutions.

Not reportedNot reportedNot reportedNot reportedNot reportedNot reported
LiveBench · AMPS Hard · 2026-06-25LiveBench · LiveBench official task evaluation
Benchmark details

LiveBench 2026-06-25 task snapshot. Task scores stay separate and related tasks share their reviewed family budget. Explicit checkpoint and effort labels only.

Unit: percent. Source collected 2026-09-12.

99%
Reported settings

LiveBench official task evaluation; livebench-2026-06-25-AMPS_Hard; claude-opus-4-5-20251101-thinking-64k-high-effort; checkpoint=claude-opus-4-5-20251101

Not reportedNot reportedNot reportedNot reportedNot reportedNot reportedNot reported
LiveBench · code completion · 2026-06-25LiveBench · LiveBench official task evaluation
Benchmark details

LiveBench 2026-06-25 task snapshot. Task scores stay separate and related tasks share their reviewed family budget. Explicit checkpoint and effort labels only.

Unit: percent. Source collected 2026-09-12.

80.44%
Reported settings

LiveBench official task evaluation; livebench-2026-06-25-code_completion; claude-opus-4-5-20251101-thinking-64k-high-effort; checkpoint=claude-opus-4-5-20251101

Not reportedNot reportedNot reportedNot reportedNot reportedNot reportedNot reported
LiveBench · code generation · 2026-06-25LiveBench · LiveBench official task evaluation
Benchmark details

LiveBench 2026-06-25 task snapshot. Task scores stay separate and related tasks share their reviewed family budget. Explicit checkpoint and effort labels only.

Unit: percent. Source collected 2026-09-12.

78.87%
Reported settings

LiveBench official task evaluation; livebench-2026-06-25-code_generation; claude-opus-4-5-20251101-thinking-64k-high-effort; checkpoint=claude-opus-4-5-20251101

Not reportedNot reportedNot reportedNot reportedNot reportedNot reportedNot reported
LiveBench · connections · 2026-06-25LiveBench · LiveBench official task evaluation
Benchmark details

LiveBench 2026-06-25 task snapshot. Task scores stay separate and related tasks share their reviewed family budget. Explicit checkpoint and effort labels only.

Unit: percent. Source collected 2026-09-12.

99.33%
Reported settings

LiveBench official task evaluation; livebench-2026-06-25-connections; claude-opus-4-5-20251101-thinking-64k-high-effort; checkpoint=claude-opus-4-5-20251101

Not reportedNot reportedNot reportedNot reportedNot reportedNot reportedNot reported
LiveBench · consecutive events · 2026-06-25LiveBench · LiveBench official task evaluation
Benchmark details

LiveBench 2026-06-25 task snapshot. Task scores stay separate and related tasks share their reviewed family budget. Explicit checkpoint and effort labels only.

Unit: percent. Source collected 2026-09-12.

79.36%
Reported settings

LiveBench official task evaluation; livebench-2026-06-25-consecutive_events; claude-opus-4-5-20251101-thinking-64k-high-effort; checkpoint=claude-opus-4-5-20251101

Not reportedNot reportedNot reportedNot reportedNot reportedNot reportedNot reported
LiveBench · integrals with game · 2026-06-25LiveBench · LiveBench official task evaluation
Benchmark details

LiveBench 2026-06-25 task snapshot. Task scores stay separate and related tasks share their reviewed family budget. Explicit checkpoint and effort labels only.

Unit: percent. Source collected 2026-09-12.

78%
Reported settings

LiveBench official task evaluation; livebench-2026-06-25-integrals_with_game; claude-opus-4-5-20251101-thinking-64k-high-effort; checkpoint=claude-opus-4-5-20251101

Not reportedNot reportedNot reportedNot reportedNot reportedNot reportedNot reported
LiveBench · javascript · 2026-06-25LiveBench · LiveBench Mini-SWE-Agent, 250-step limit
Benchmark details

LiveBench 2026-06-25 task snapshot. Task scores stay separate and related tasks share their reviewed family budget. Explicit checkpoint and effort labels only.

Unit: percent. Source collected 2026-09-12.

59.09%
Reported settings

LiveBench Mini-SWE-Agent, 250-step limit; livebench-2026-06-25-javascript; claude-opus-4-5-20251101-thinking-64k-high-effort; checkpoint=claude-opus-4-5-20251101

Not reportedNot reportedNot reportedNot reportedNot reportedNot reportedNot reported
LiveBench · logic with navigation · 2026-06-25LiveBench · LiveBench official task evaluation
Benchmark details

LiveBench 2026-06-25 task snapshot. Task scores stay separate and related tasks share their reviewed family budget. Explicit checkpoint and effort labels only.

Unit: percent. Source collected 2026-09-12.

68%
Reported settings

LiveBench official task evaluation; livebench-2026-06-25-logic_with_navigation; claude-opus-4-5-20251101-thinking-64k-high-effort; checkpoint=claude-opus-4-5-20251101

Not reportedNot reportedNot reportedNot reportedNot reportedNot reportedNot reported
LiveBench · math comp · 2026-06-25LiveBench · LiveBench official task evaluation
Benchmark details

LiveBench 2026-06-25 task snapshot. Task scores stay separate and related tasks share their reviewed family budget. Explicit checkpoint and effort labels only.

Unit: percent. Source collected 2026-09-12.

95.1%
Reported settings

LiveBench official task evaluation; livebench-2026-06-25-math_comp; claude-opus-4-5-20251101-thinking-64k-high-effort; checkpoint=claude-opus-4-5-20251101

Not reportedNot reportedNot reportedNot reportedNot reportedNot reportedNot reported
LiveBench · olympiad · 2026-06-25LiveBench · LiveBench official task evaluation
Benchmark details

LiveBench 2026-06-25 task snapshot. Task scores stay separate and related tasks share their reviewed family budget. Explicit checkpoint and effort labels only.

Unit: percent. Source collected 2026-09-12.

89.46%
Reported settings

LiveBench official task evaluation; livebench-2026-06-25-olympiad; claude-opus-4-5-20251101-thinking-64k-high-effort; checkpoint=claude-opus-4-5-20251101

Not reportedNot reportedNot reportedNot reportedNot reportedNot reportedNot reported
LiveBench · paraphrase · 2026-06-25LiveBench · LiveBench official task evaluation
Benchmark details

LiveBench 2026-06-25 task snapshot. Task scores stay separate and related tasks share their reviewed family budget. Explicit checkpoint and effort labels only.

Unit: percent. Source collected 2026-09-12.

65.67%
Reported settings

LiveBench official task evaluation; livebench-2026-06-25-paraphrase; claude-opus-4-5-20251101-thinking-64k-high-effort; checkpoint=claude-opus-4-5-20251101

Not reportedNot reportedNot reportedNot reportedNot reportedNot reportedNot reported
LiveBench · plot unscrambling · 2026-06-25LiveBench · LiveBench official task evaluation
Benchmark details

LiveBench 2026-06-25 task snapshot. Task scores stay separate and related tasks share their reviewed family budget. Explicit checkpoint and effort labels only.

Unit: percent. Source collected 2026-09-12.

66.45%
Reported settings

LiveBench official task evaluation; livebench-2026-06-25-plot_unscrambling; claude-opus-4-5-20251101-thinking-64k-high-effort; checkpoint=claude-opus-4-5-20251101

Not reportedNot reportedNot reportedNot reportedNot reportedNot reportedNot reported
LiveBench · python · 2026-06-25LiveBench · LiveBench Mini-SWE-Agent, 250-step limit
Benchmark details

LiveBench 2026-06-25 task snapshot. Task scores stay separate and related tasks share their reviewed family budget. Explicit checkpoint and effort labels only.

Unit: percent. Source collected 2026-09-12.

40%
Reported settings

LiveBench Mini-SWE-Agent, 250-step limit; livebench-2026-06-25-python; claude-opus-4-5-20251101-thinking-64k-high-effort; checkpoint=claude-opus-4-5-20251101

Not reportedNot reportedNot reportedNot reportedNot reportedNot reportedNot reported
LiveBench · simplify · 2026-06-25LiveBench · LiveBench official task evaluation
Benchmark details

LiveBench 2026-06-25 task snapshot. Task scores stay separate and related tasks share their reviewed family budget. Explicit checkpoint and effort labels only.

Unit: percent. Source collected 2026-09-12.

54.95%
Reported settings

LiveBench official task evaluation; livebench-2026-06-25-simplify; claude-opus-4-5-20251101-thinking-64k-high-effort; checkpoint=claude-opus-4-5-20251101

Not reportedNot reportedNot reportedNot reportedNot reportedNot reportedNot reported
LiveBench · spatial · 2026-06-25LiveBench · LiveBench official task evaluation
Benchmark details

LiveBench 2026-06-25 task snapshot. Task scores stay separate and related tasks share their reviewed family budget. Explicit checkpoint and effort labels only.

Unit: percent. Source collected 2026-09-12.

96%
Reported settings

LiveBench official task evaluation; livebench-2026-06-25-spatial; claude-opus-4-5-20251101-thinking-64k-high-effort; checkpoint=claude-opus-4-5-20251101

Not reportedNot reportedNot reportedNot reportedNot reportedNot reportedNot reported
LiveBench · story generation · 2026-06-25LiveBench · LiveBench official task evaluation
Benchmark details

LiveBench 2026-06-25 task snapshot. Task scores stay separate and related tasks share their reviewed family budget. Explicit checkpoint and effort labels only.

Unit: percent. Source collected 2026-09-12.

65.85%
Reported settings

LiveBench official task evaluation; livebench-2026-06-25-story_generation; claude-opus-4-5-20251101-thinking-64k-high-effort; checkpoint=claude-opus-4-5-20251101

Not reportedNot reportedNot reportedNot reportedNot reportedNot reportedNot reported
LiveBench · summarize · 2026-06-25LiveBench · LiveBench official task evaluation
Benchmark details

LiveBench 2026-06-25 task snapshot. Task scores stay separate and related tasks share their reviewed family budget. Explicit checkpoint and effort labels only.

Unit: percent. Source collected 2026-09-12.

63.72%
Reported settings

LiveBench official task evaluation; livebench-2026-06-25-summarize; claude-opus-4-5-20251101-thinking-64k-high-effort; checkpoint=claude-opus-4-5-20251101

Not reportedNot reportedNot reportedNot reportedNot reportedNot reportedNot reported
LiveBench · tablejoin · 2026-06-25LiveBench · LiveBench official task evaluation
Benchmark details

LiveBench 2026-06-25 task snapshot. Task scores stay separate and related tasks share their reviewed family budget. Explicit checkpoint and effort labels only.

Unit: percent. Source collected 2026-09-12.

45.92%
Reported settings

LiveBench official task evaluation; livebench-2026-06-25-tablejoin; claude-opus-4-5-20251101-thinking-64k-high-effort; checkpoint=claude-opus-4-5-20251101

Not reportedNot reportedNot reportedNot reportedNot reportedNot reportedNot reported
LiveBench · tablereformat · 2026-06-25LiveBench · LiveBench official task evaluation
Benchmark details

LiveBench 2026-06-25 task snapshot. Task scores stay separate and related tasks share their reviewed family budget. Explicit checkpoint and effort labels only.

Unit: percent. Source collected 2026-09-12.

98.04%
Reported settings

LiveBench official task evaluation; livebench-2026-06-25-tablereformat; claude-opus-4-5-20251101-thinking-64k-high-effort; checkpoint=claude-opus-4-5-20251101

Not reportedNot reportedNot reportedNot reportedNot reportedNot reportedNot reported
LiveBench · theory of mind · 2026-06-25LiveBench · LiveBench official task evaluation
Benchmark details

LiveBench 2026-06-25 task snapshot. Task scores stay separate and related tasks share their reviewed family budget. Explicit checkpoint and effort labels only.

Unit: percent. Source collected 2026-09-12.

78.85%
Reported settings

LiveBench official task evaluation; livebench-2026-06-25-theory_of_mind; claude-opus-4-5-20251101-thinking-64k-high-effort; checkpoint=claude-opus-4-5-20251101

Not reportedNot reportedNot reportedNot reportedNot reportedNot reportedNot reported
LiveBench · typescript · 2026-06-25LiveBench · LiveBench Mini-SWE-Agent, 250-step limit
Benchmark details

LiveBench 2026-06-25 task snapshot. Task scores stay separate and related tasks share their reviewed family budget. Explicit checkpoint and effort labels only.

Unit: percent. Source collected 2026-09-12.

20%
Reported settings

LiveBench Mini-SWE-Agent, 250-step limit; livebench-2026-06-25-typescript; claude-opus-4-5-20251101-thinking-64k-high-effort; checkpoint=claude-opus-4-5-20251101

Not reportedNot reportedNot reportedNot reportedNot reportedNot reportedNot reported
LiveBench · typos · 2026-06-25LiveBench · LiveBench official task evaluation
Benchmark details

LiveBench 2026-06-25 task snapshot. Task scores stay separate and related tasks share their reviewed family budget. Explicit checkpoint and effort labels only.

Unit: percent. Source collected 2026-09-12.

78%
Reported settings

LiveBench official task evaluation; livebench-2026-06-25-typos; claude-opus-4-5-20251101-thinking-64k-high-effort; checkpoint=claude-opus-4-5-20251101

Not reportedNot reportedNot reportedNot reportedNot reportedNot reportedNot reported
LiveBench · zebra puzzle · 2026-06-25LiveBench · LiveBench official task evaluation
Benchmark details

LiveBench 2026-06-25 task snapshot. Task scores stay separate and related tasks share their reviewed family budget. Explicit checkpoint and effort labels only.

Unit: percent. Source collected 2026-09-12.

77.5%
Reported settings

LiveBench official task evaluation; livebench-2026-06-25-zebra_puzzle; claude-opus-4-5-20251101-thinking-64k-high-effort; checkpoint=claude-opus-4-5-20251101

Not reportedNot reportedNot reportedNot reportedNot reportedNot reportedNot reported
Epoch · Chess Puzzles · v1.0.0Epoch AI · Epoch AI Inspect; task 1.0.0; scorer model_extracted_exact_match
Benchmark details

Epoch AI internal evaluation. Mean accuracy under the published setting; exact task version and scorer stay separate. Related tasks share a family budget. Data by Epoch AI, CC BY.

Unit: percent. Source collected 2026-09-12.

Not reportedNot reportedNot reported
12%
Reported settings

Epoch AI Inspect; task 1.0.0; scorer model_extracted_exact_match; model=claude-opus-4-5-20251101_32K; run=P7kyrA6oQ68tVGHyekP7Qj; mean accuracy; https://epoch.ai/data/benchmarks.csv

Not reportedNot reportedNot reportedNot reported
Epoch · Chess Puzzles · v1.1.6Epoch AI · Epoch AI Inspect; task 1.1.6; scorer model_extracted_exact_match
Benchmark details

Epoch AI internal evaluation. Mean accuracy under the published setting; exact task version and scorer stay separate. Related tasks share a family budget. Data by Epoch AI, CC BY.

Unit: percent. Source collected 2026-09-12.

Not reportedNot reportedNot reportedNot reportedNot reportedNot reportedNot reported
4%
Reported settings

Epoch AI Inspect; task 1.1.6; scorer model_extracted_exact_match; model=claude-opus-4-5-20251101; run=2jTRxz7rW3B66a8smtz7Ya; mean accuracy; https://epoch.ai/data/benchmarks.csv

Epoch · FrontierMath Tier 4 · v2.0.0Epoch AI · Epoch AI Inspect; task 2.0.0; scorer verification_code
Benchmark details

Epoch AI internal evaluation. Mean accuracy under the published setting; exact task version and scorer stay separate. Related tasks share a family budget. Data by Epoch AI, CC BY. FrontierMath was developed with OpenAI funding and unequal access to part of the question set; this result is from Epoch's evaluation.

Unit: percent. Source collected 2026-09-12.

Not reportedNot reportedNot reported
4.88%
Reported settings

Epoch AI Inspect; task 2.0.0; scorer verification_code; model=claude-opus-4-5-20251101_32K; run=azk4theXxAsizmoi2HDD49; mean accuracy; https://epoch.ai/data/benchmarks.csv

Not reportedNot reportedNot reportedNot reported
Epoch · FrontierMath Tiers 1–3 · v2.0.0Epoch AI · Epoch AI Inspect; task 2.0.0; scorer verification_code
Benchmark details

Epoch AI internal evaluation. Mean accuracy under the published setting; exact task version and scorer stay separate. Related tasks share a family budget. Data by Epoch AI, CC BY. FrontierMath was developed with OpenAI funding and unequal access to part of the question set; this result is from Epoch's evaluation.

Unit: percent. Source collected 2026-09-12.

Not reportedNot reportedNot reported
34.39%
Reported settings

Epoch AI Inspect; task 2.0.0; scorer verification_code; model=claude-opus-4-5-20251101_32K; run=mS5EwCRZVpvUvJEehPUDZu; mean accuracy; https://epoch.ai/data/benchmarks.csv

Not reportedNot reportedNot reportedNot reported
Epoch · GPQA diamond · v1.0.2Epoch AI · Epoch AI Inspect; task 1.0.2; scorer choice
Benchmark details

Epoch AI internal evaluation. Mean accuracy under the published setting; exact task version and scorer stay separate. Related tasks share a family budget. Data by Epoch AI, CC BY.

Unit: percent. Source collected 2026-09-12.

Not reportedNot reported
85.48%
Reported settings

Epoch AI Inspect; task 1.0.2; scorer choice; model=claude-opus-4-5-20251101_16K; run=cXkPywkhy3NnW992ri73yG; mean accuracy; https://epoch.ai/data/benchmarks.csv

86.05%
Reported settings

Epoch AI Inspect; task 1.0.2; scorer choice; model=claude-opus-4-5-20251101_32K; run=Kwwo3UFcPDk6iLAeSeeRaa; mean accuracy; https://epoch.ai/data/benchmarks.csv

Not reportedNot reportedNot reported
80.68%
Reported settings

Epoch AI Inspect; task 1.0.2; scorer choice; model=claude-opus-4-5-20251101; run=mEkZaYpiurQ6TEMAALK3su; mean accuracy; https://epoch.ai/data/benchmarks.csv

Epoch · Mystery Game Puzzles · v1.0.4 · Tool submissionEpoch AI · Epoch AI Inspect; task 1.0.4; scorer agent_submitted_next_move_scorer
Benchmark details

Epoch AI internal evaluation. Mean accuracy under the published setting; exact task version and scorer stay separate. Related tasks share a family budget. Data by Epoch AI, CC BY.

Unit: percent. Source collected 2026-09-12.

Not reportedNot reportedNot reportedNot reported
22%
Reported settings

Epoch AI Inspect; task 1.0.4; scorer agent_submitted_next_move_scorer; model=claude-opus-4-5-20251101_48K; run=k4zGHaXESxFRTRMkyDLZrz; mean accuracy; https://epoch.ai/data/benchmarks.csv

Not reportedNot reportedNot reported
Epoch · OTIS Mock AIME 2024-2025 · v1.0.2Epoch AI · Epoch AI Inspect; task 1.0.2; scorer model_extracted_exact_match
Benchmark details

Epoch AI internal evaluation. Mean accuracy under the published setting; exact task version and scorer stay separate. Related tasks share a family budget. Data by Epoch AI, CC BY.

Unit: percent. Source collected 2026-09-12.

Not reportedNot reported
81.67%
Reported settings

Epoch AI Inspect; task 1.0.2; scorer model_extracted_exact_match; model=claude-opus-4-5-20251101_16K; run=SH5jr76ni3RnpXVMETMy2H; mean accuracy; https://epoch.ai/data/benchmarks.csv

86.11%
Reported settings

Epoch AI Inspect; task 1.0.2; scorer model_extracted_exact_match; model=claude-opus-4-5-20251101_32K; run=ikUWdu6HJ2qRgZynfzDCFe; mean accuracy; https://epoch.ai/data/benchmarks.csv

Not reportedNot reportedNot reported
48.06%
Reported settings

Epoch AI Inspect; task 1.0.2; scorer model_extracted_exact_match; model=claude-opus-4-5-20251101; run=nSb2focDRMyPJXErk3MV94; mean accuracy; https://epoch.ai/data/benchmarks.csv

Epoch · SimpleQA Verified · v1.2.0Epoch AI · Epoch AI Inspect; task 1.2.0; scorer simpleqa_scorer
Benchmark details

Epoch AI internal evaluation. Mean accuracy under the published setting; exact task version and scorer stay separate. Related tasks share a family budget. Data by Epoch AI, CC BY.

Unit: percent. Source collected 2026-09-12.

Not reportedNot reportedNot reported
45.7%
Reported settings

Epoch AI Inspect; task 1.2.0; scorer simpleqa_scorer; model=claude-opus-4-5-20251101_32K; run=CA5LW4phRnHSsZUGXEm8H6; mean accuracy; https://epoch.ai/data/benchmarks.csv

Not reportedNot reportedNot reportedNot reported
What these comparisons mean

Each source reports its own effort labels. Matching labels do not establish equal compute budgets or identical fallback behavior. Open Reported settings to inspect the exact model name, agent and task coverage. Multiple results at one level remain visible rather than selecting the best. Source-reported None or Non-reasoning labels are not treated as evidence that an API supports those settings.

These measurements use their own dated source collection. The leaderboard fits identified configurations jointly; it contains no pooled model ratings. Explicit thinking budgets are separate configurations. Read the methodology.

Download all effort benchmark results · 7,424 results across 240 models · Collected 2026-09-12