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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

ARC AI2

ARC AI2

Rank #45 of 51 · 66 models scored · top score 93.73

CINTEGRITY 66 / 100

unknown

Strongest on discrimination, weakest on contamination resistance. Caveat: scores come from mixed harnesses, so a head-to-head is not apples-to-apples.

mixed harness, not directly comparablepublic test set

Headroom to ceiling

6.3 headroomtop 93.7ceiling 100

Score distribution

median 40.8Llama 3.1-405B 93.704998

State of the art over time

0499893.720232024

Integrity breakdown

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

Discrimination30%100

Does it still separate models?

Saturation headroom30%96

How far from ceiling / clustered at the top?

Contamination resistance15%0

Public vs held-out; training-leak risk.

Harness comparability15%50

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

Freshness10%0

How old is the benchmark?

Leaderboard

#ModelScoreEvidenceMeasured
1Llama 3.1-405B93.73self-reported· optimized2024-07-23
2DeepSeek-V393.73self-reported· optimized2024-12-24
3Qwen2.5-72B92.67self-reported· optimized2024-09-19
4DeepSeek-V2 (MoE-236B, May 2024)89.6self-reported· optimized2024-05-07
5phi-3-medium 14B88.8self-reported· optimized2024-04-23
6phi-3-small 7.4B87.6self-reported· optimized2024-04-23
7GPT-3.5 Turbo (Nov 2023)83.2self-reported· optimized2023-06-13
8Mixtral 8x7B83.07unverified· optimized2023-12-11
9Claude Instant81.73unverified· optimized2023-08-09
10Stable Beluga 281.47self-reported· optimized2023-07-20
11phi-3-mini 3.8B79.87self-reported· optimized2024-04-23
12Qwen-14B79.2self-reported· optimized2023-09-24
13Llama 3-8B77.07self-reported· optimized2024-04-18
14internlm-20b75.6self-reported· optimized2023-09-18
15Mistral 7B v0.171.47self-reported· optimized2023-10-10
16Gemma 7B71.07self-reported· optimized2024-02-21
17Llama 2-70B71.07unverified· optimized2023-07-18
18Phi-267.87self-reported· optimized2023-12-12
19Qwen-7B67.07self-reported· optimized2023-09-28
20Qwen2.5-Coder-32B60.67self-reported· optimized2024-09-18
21LLaMA-65B59.33self-reported· optimized2023-02-24
22internlm-7b59.33self-reported· optimized2023-07-05
23PaLM 2-L58.93unverified· optimized2023-05-17
24Falcon-180B57.07unverified· optimized2023-09-06
25LLaMA-33B56.67self-reported· optimized2023-02-27
26Qwen2.5-Coder-14B54.67self-reported· optimized2024-09-18
27PaLM 2-M53.2unverified· optimized2023-05-17
28Falcon-40B49.15unverified· optimized2023-03-15
29chatglm2-6b48self-reported· optimized2023-06-24
30Qwen2.5-Coder (7B)47.87self-reported· optimized2024-09-18
31Llama 2-13B47.07unverified· optimized2023-07-18
32PaLM 2-S46.13unverified· optimized2023-05-17
33DeepSeek-Coder-V2-Lite-Base43.07self-reported· optimized2024-06-13
34Yi-9B40.8unverified· optimized2024-03-01
35Nemotron-4 15B40.67self-reported· optimized2024-02-27
36INTELLECT-139.36self-reported· optimized2024-11-29
37Llama 2-34B39.33unverified· optimized2023-07-18
38Qwen-1_8B37.6self-reported· optimized2023-11-30
39Qwen2.5-Coder-3B37.2self-reported· optimized2024-09-18
40LLaMA-13B36.93self-reported· optimized2023-02-27
41MPT-30B34.13unverified· optimized2023-06-22
42Yi 6B33.73unverified· optimized2023-11-02
43Falcon-7B30.48unverified· optimized2023-04-24
44LLaMA-7B30.13self-reported· optimized2023-02-24
45StarCoder 2 15B29.6self-reported· optimized2024-02-29
46Llama 2-7B27.87unverified· optimized2023-07-18
47Qwen2.5-Coder (1.5B)26.93self-reported· optimized2024-09-18
48Phi-1.525.87self-reported· optimized2023-09-11
49vicuna-13b-v1.124.27self-reported· optimized2023-04-12
50MPT-7B23.47self-reported· optimized2023-05-05
51DeepSeek Coder 33B22.93self-reported· optimized2024-01-25
52Gemma 2B22.8unverified· optimized2024-02-21
53XGen-7B21.6self-reported· optimized2023-09-07
54Dolly 2.0-12b19.47self-reported· optimized2023-04-12
55RedPajama-INCITE-7B-Base18.8self-reported· optimized2023-05-04
56StarCoder 2 7B18.27self-reported· optimized2024-02-29
57open_llama_7b18.27self-reported· optimized2023-06-07
58Baichuan2-13B17.33self-reported· optimized2023-09-06
59DeepSeek Coder 6.7B15.2self-reported· optimized2024-01-25
60CodeQwen1.5-7B14.27self-reported· optimized2024-04-15
61Qwen2.5-Coder-0.5B12.53self-reported· optimized2024-09-18
62StarCoder 2 3B12.27self-reported· optimized2024-02-29
63Baichuan 2-7B10self-reported· optimized2023-09-20
64Cerebras-GPT-13B9.87self-reported· optimized2023-04-06
65stablelm-tuned-alpha-7b2.67self-reported· optimized2023-04-19
66DeepSeek Coder 1.3B0.53self-reported· optimized2024-01-25

At a glance

Models scored
66
Top model
Llama 3.1-405B
Top score
93.73
Score spread
93.2
Headroom
6.27

Benchmark context

Task type
reasoning
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
2018-03-14
License
CC BY 4.0
Source
epoch.ai/data/eci_benchmarks.csv

Provenance

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

Follow the record

Integrity neighbors

  • ScienceQAC · 68
  • HellaSwagC · 67
  • MMLUC · 67
  • TriviaQAC · 63
  • PIQAC · 62
  • WinograndeC · 62

Top models here

  • Llama 3.1-405B93.73
  • DeepSeek-V393.73
  • Qwen2.5-72B92.67
  • DeepSeek-V2 (MoE-236B, May 2024)89.6
  • phi-3-medium 14B88.8

Head-to-head

  • Llama 3.1-405B vs DeepSeek-V3
  • Llama 3.1-405B vs Qwen2.5-72B
  • DeepSeek-V3 vs Qwen2.5-72B