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tensor.news grades benchmarks and tags model claims by evidence status. Every fact carries a source record and provenance. Scores are framed as task performance under a disclosed harness, never as deployed capability.

← Integrity Index

Chess Puzzles

Chess Puzzles

Rank #2 of 51 · 44 models scored · top score 64

AINTEGRITY 100 / 100

unknown

Strongest on discrimination, weakest on saturation headroom. Caveat: the public test set leaves contamination on the table.

consistent harnesspublic test set

Headroom to ceiling

36 headroomtop 64ceiling 100

Score distribution

median 20GPT-5.5 Pro 6413467

State of the art over time

134676420252026

Integrity breakdown

Weighted composite. Each signal is computed from the source-backed leaderboard below.

Discrimination30%100

Does it still separate models?

Saturation headroom30%99

How far from ceiling / clustered at the top?

Contamination resistance15%100

Public vs held-out; training-leak risk.

Harness comparability15%100

Apples-to-apples, or mixed / vendor-optimized?

Freshness10%100

How old is the benchmark?

Leaderboard

#ModelScoreEvidenceMeasured
1GPT-5.5 Pro64reproduced2026-04-23
2GPT-5.4 Pro58.6reproduced2026-03-05
3Gemini 3.1 Pro55reproduced2026-02-19
4GPT-5.554reproduced2026-04-23
5Gemini 3.5 Flash50reproduced2026-05-19
6GPT-5.249reproduced2025-12-11
7GPT-5.444reproduced2026-03-05
8Claude Fable 541reproduced2026-06-09
9Gemini 3 Flash38reproduced2025-12-17
10GPT-537reproduced2025-08-07
11Claude Opus 4.834reproduced2026-05-28
12GPT-5.132reproduced2025-11-13
13Gemini 3 Pro31reproduced2025-11-18
14Claude Opus 4.730reproduced2026-04-16
15GPT-5.4 Nano30reproduced2026-03-17
16Grok 428reproduced2025-07-09
17Kimi K2.626reproduced2026-04-20
18o4-mini26reproduced2025-04-16
19Grok 4.3 Beta25reproduced2026-04-17
20Qwen3.7-Max22reproduced2026-05-19
21Kimi K2.7 Code21reproduced2026-06-12
22GLM-5.221reproduced2026-06-16
23Kimi K2 Thinking20reproduced2025-11-06
24Qwen 3.5 Flash (hosted 35B-A3B)20reproduced2026-02-25
25gpt-oss-120b20reproduced2025-08-05
26DeepSeek-V4-Pro20reproduced2026-04-24
27Gemini 2.5 Pro (Jun 2025)20reproduced2025-06-05
28GLM-5.118reproduced2026-04-07
29GPT-5.4 Mini18reproduced2026-03-17
30Qwen 3.6 Flash17.17reproduced2026-04-26
31Qwen 3.5 Plus (hosted 397B-A17B)17reproduced2026-02-16
32Qwen 3.6 Max (Preview)17reproduced2026-04-20
33o3-mini17reproduced2025-01-31
34Claude Opus 4.617reproduced2026-02-05
35Qwen 3.6 Plus16.16reproduced2026-04-01
36DeepSeek-V3.214reproduced2025-12-01
37Claude Sonnet 4.613reproduced2026-02-17
38Kimi K2.512reproduced2026-02-02
39Qwen3-235B-A22B-Thinking (Jul 2025)12reproduced2025-07-25
40Claude Opus 4.512reproduced2025-11-24
41Claude Sonnet 4.512reproduced2025-09-29
42GLM-510reproduced2026-02-11
43GLM-4.76reproduced2025-12-22
44Qwen3-Max4reproduced2025-09-05

At a glance

Models scored
44
Top model
GPT-5.5 Pro
Top score
64
Score spread
60
Headroom
36

Benchmark context

Task type
unknown
Metric
normalized performance in Epoch CSV, rendered as accuracy (%)
Score ceiling
100
Human baseline
unknown
Test-set privacy
unknown
Construction
unknown
Key assumptions
unknown
Limitations
unknown
Contamination history
unknown
Harness notes
Epoch CSV reports model, model version, performance, optimized flag, score source, benchmark release date, and model date.
Authors
unknown
Released
unknown
License
CC BY 4.0
Source
epoch.ai/data/eci_benchmarks.csv

Provenance

44 source records · scores from epoch_benchmarks. Every fact on this page is evidence-linked.

Follow the record

Integrity neighbors

  • APEX-AgentsA · 100
  • HLEA · 100
  • SimpleQA VerifiedA · 100
  • ARC-AGI-2A · 99

Top models here

  • GPT-5.5 Pro64
  • GPT-5.4 Pro58.6
  • Gemini 3.1 Pro55
  • GPT-5.554
  • Gemini 3.5 Flash50

Head-to-head

  • GPT-5.5 Pro vs GPT-5.4 Pro
  • GPT-5.5 Pro vs Gemini 3.1 Pro
  • GPT-5.4 Pro vs Gemini 3.1 Pro