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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

BBH

BIG-Bench Hard

Rank #40 of 51 · 41 models scored · top score 85.6

BINTEGRITY 71 / 100

23 hardest BIG-Bench tasks (logic/arithmetic/symbolic)

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

14.4 headroomtop 85.6ceiling 100

Score distribution

median 36.7Gemini 1.5 Pro (May 2024) 85.614589

State of the art over time

1458985.620232024

Integrity breakdown

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

Discrimination30%100

Does it still separate models?

Saturation headroom30%98

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%46

How old is the benchmark?

Leaderboard

#ModelScoreEvidenceMeasured
1Gemini 1.5 Pro (May 2024)85.6unverified· optimized2024-05-14
2DeepSeek-V383.33self-reported· optimized2024-12-24
3Llama 3.1-405B77.2self-reported· optimized2024-07-23
4phi-3-medium 14B75.2self-reported· optimized2024-04-23
5Qwen2.5-72B73.07self-reported· optimized2024-09-19
6phi-3-small 7.4B72.13self-reported· optimized2024-04-23
7DeepSeek-V2 (MoE-236B, May 2024)71.73self-reported· optimized2024-05-07
8GPT-4 (Jun 2023)66.83unverified· optimized2023-06-13
9Yi-34B62.27unverified· optimized2023-11-02
10phi-3-mini 3.8B62.27self-reported· optimized2024-04-23
11Stable Beluga 259.07self-reported· optimized2023-07-20
12Llama 2-70B53.2self-reported· optimized2023-07-18
13GPT-3.5 Turbo (Jun 2023)48.79unverified· optimized2023-06-13
14Phi-245.87self-reported· optimized2023-12-12
15Nemotron-4 15B44.93self-reported· optimized2024-02-27
16LLaMA-65B44.53self-reported· optimized2023-02-24
17Llama 2-13B44.27unverified· optimized2023-07-18
18Mistral 7B v0.141.47unverified· optimized2023-10-10
19Gemma 7B40.13unverified· optimized2024-02-21
20Qwen-14B40self-reported· optimized2023-09-24
21internlm-20b36.67self-reported· optimized2023-09-18
22LLaMA-33B33.33self-reported· optimized2023-02-27
23Baichuan2-13B32self-reported· optimized2023-09-06
24Yi 6B29.6unverified· optimized2023-11-02
25Qwen-7B26.67self-reported· optimized2023-09-28
26Llama 2-34B25.47self-reported· optimized2023-07-18
27vicuna-13b-v1.124.05unverified· optimized2023-04-12
28Baichuan 2-7B22.13unverified· optimized2023-09-20
29Llama 2-7B18.88unverified· optimized2023-07-18
30MPT-30B17.33self-reported· optimized2023-06-22
31LLaMA-13B17.2unverified· optimized2023-02-27
32Falcon-40B16.13self-reported· optimized2023-03-15
33internlm-7b16self-reported· optimized2023-07-05
34MPT-7B14.13unverified· optimized2023-05-05
35Gemma 2B13.6unverified· optimized2024-02-21
36INTELLECT-113.13self-reported· optimized2024-11-29
37chatglm2-6b11.6unverified· optimized2023-06-24
38LLaMA-7B11.33unverified· optimized2023-02-24
39Baichuan1-7B9.97unverified· optimized2023-06-01
40Falcon-7B5.03unverified· optimized2023-04-24
41Qwen-1_8B4.27self-reported· optimized2023-11-30

At a glance

Models scored
41
Top model
Gemini 1.5 Pro (May 2024)
Top score
85.6
Score spread
81.33
Headroom
14.4

Benchmark context

Task type
reasoning
Metric
Exact-match w/ CoT, task-averaged
Score ceiling
100
Human baseline
BIG-Bench avg/best human rater baselines
Construction
6511 examples where models trailed avg human; templated/procedural
Key assumptions
Tasks where CoT unlocked gains isolate multi-step reasoning
Limitations
Saturated; templated -> memorizable; superseded by BBEH (2025)
Contamination history
Public since 2022, contaminated/saturated (motivated BBEH)
Harness notes
3-shot CoT standard; direct vs CoT swings enormously
Authors
Google/Stanford (Suzgun)
Released
2022-10
License
Apache-2.0
Source
arxiv.org/abs/2210.09261

Provenance

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

Follow the record

Integrity neighbors

  • Lech Mazur WritingB · 76
  • ARC-AGIB · 74
  • MATH level 5B · 73
  • GSM8KC · 69
  • ScienceQAC · 68
  • HellaSwagC · 67

Top models here

  • Gemini 1.5 Pro (May 2024)85.6
  • DeepSeek-V383.33
  • Llama 3.1-405B77.2
  • phi-3-medium 14B75.2
  • Qwen2.5-72B73.07

Head-to-head

  • Gemini 1.5 Pro (May 2024) vs DeepSeek-V3
  • Gemini 1.5 Pro (May 2024) vs Llama 3.1-405B
  • DeepSeek-V3 vs Llama 3.1-405B