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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

GSM8K

Grade School Math 8K

Rank #41 of 51 · 56 models scored · top score 92

CINTEGRITY 69 / 100

Multi-step grade-school arithmetic word problems

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

8 headroomtop 92ceiling 100

Score distribution

median 46.4GPT-4 (Mar 2023) 9204896

State of the art over time

048969220232024

Integrity breakdown

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

Discrimination30%100

Does it still separate models?

Saturation headroom30%95

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%26

How old is the benchmark?

Leaderboard

#ModelScoreEvidenceMeasured
1GPT-4 (Mar 2023)92self-reported· optimized2023-03-15
2GPT-4o mini91.3self-reported· optimized2024-07-18
3Qwen2.5-Coder-32B91.1self-reported· optimized2024-09-18
4GPT-4 (Jun 2023)89.99unverified· optimized2023-06-13
5Qwen2.5-Coder-14B88.7self-reported· optimized2024-09-18
6Claude Instant86.7unverified· optimized2023-08-09
7Qwen2.5-Coder (7B)86.7self-reported· optimized2024-09-18
8Gemma 2 9B84.9self-reported· optimized2024-06-24
9Mistral NeMo84.2self-reported· optimized2024-07-18
10Llama 3.1-8B82.4self-reported· optimized2024-07-23
11Gemini 1.5 Flash (May 2024)82.4self-reported· optimized2024-05-10
12Yi-34B76unverified· optimized2023-11-02
13Qwen2.5-Coder-3B75.7self-reported· optimized2024-09-18
14Mixtral 8x7B74.4unverified· optimized2023-12-11
15Llama 2-70B69.6unverified· optimized2023-07-18
16Stable Beluga 269.6self-reported· optimized2023-07-20
17DeepSeek-Coder-V2-Lite-Base67.1self-reported· optimized2024-06-13
18Qwen2.5-Coder (1.5B)65.8self-reported· optimized2024-09-18
19internlm-20b62.9unverified· optimized2023-09-18
20Qwen-14B61.3self-reported· optimized2023-09-24
21GPT-3.5 Turbo (Jun 2023)57.77unverified· optimized2023-06-13
22StarCoder 2 15B57.7self-reported· optimized2024-02-29
23LLaMA-65B54.4unverified· optimized2023-02-24
24Mistral 7B v0.154.4unverified· optimized2023-10-10
25Falcon-180B54.4unverified· optimized2023-09-06
26Falcon 2 11B53.83self-reported· optimized2024-05-09
27Baichuan2-13B52.8self-reported· optimized2023-09-06
28Qwen-7B51.7unverified· optimized2023-09-28
29Gemma 7B46.4unverified· optimized2024-02-21
30Nemotron-4 15B46self-reported· optimized2024-02-27
31Yi 6B44.9unverified· optimized2023-11-02
32LLaMA-33B44.1unverified· optimized2023-02-27
33Llama 2-34B42.2self-reported· optimized2023-07-18
34INTELLECT-138.58self-reported· optimized2024-11-29
35CodeQwen1.5-7B37.7self-reported· optimized2024-04-15
36Llama 2-13B36.9unverified· optimized2023-07-18
37DeepSeek Coder 33B35.4self-reported· optimized2024-01-25
38Qwen2.5-Coder-0.5B34.5self-reported· optimized2024-09-18
39MPT-30B34.4unverified· optimized2023-06-22
40Falcon-40B33.8unverified· optimized2023-03-15
41StarCoder 2 7B32.7self-reported· optimized2024-02-29
42chatglm2-6b32.4unverified· optimized2023-06-24
43internlm-7b31.2self-reported· optimized2023-07-05
44vicuna-13b-v1.128.13unverified· optimized2023-04-12
45Baichuan 2-7B24.6unverified· optimized2023-09-20
46StarCoder 2 3B21.6self-reported· optimized2024-02-29
47DeepSeek Coder 6.7B21.3self-reported· optimized2024-01-25
48Qwen-1_8B21.2self-reported· optimized2023-11-30
49LLaMA-13B20.55unverified· optimized2023-02-27
50Gemma 2B17.7unverified· optimized2024-02-21
51Llama 2-7B16.7unverified· optimized2023-07-18
52LLaMA-7B11unverified· optimized2023-02-24
53Baichuan1-7B9.2unverified· optimized2023-06-01
54MPT-7B9.1unverified· optimized2023-05-05
55Falcon-7B6.8unverified· optimized2023-04-24
56DeepSeek Coder 1.3B4.4self-reported· optimized2024-01-25

At a glance

Models scored
56
Top model
GPT-4 (Mar 2023)
Top score
92
Score spread
87.6
Headroom
8

Benchmark context

Task type
math
Metric
Final-answer exact match
Score ceiling
100
Human baseline
Not measured (middle-school level)
Construction
8.5k human-written problems (7.5k train/1319 test)
Key assumptions
Final-answer correctness proxies arithmetic reasoning
Limitations
Saturated (>97%); ignores flawed reasoning; GSM1k showed overfitting; trivial w/ tools
Contamination history
Public since 2021; GSM1k clone showed contamination-indicative drops
Harness notes
Single-shot CoT; near-ceiling; tools trivialize; no longer differentiates
Authors
OpenAI (Cobbe)
Released
2021-10
License
MIT
Source
arxiv.org/abs/2110.14168

Provenance

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

Follow the record

Integrity neighbors

  • ARC-AGIB · 74
  • MATH level 5B · 73
  • BBHB · 71
  • ScienceQAC · 68
  • HellaSwagC · 67
  • MMLUC · 67

Top models here

  • GPT-4 (Mar 2023)92
  • GPT-4o mini91.3
  • Qwen2.5-Coder-32B91.1
  • GPT-4 (Jun 2023)89.99
  • Qwen2.5-Coder-14B88.7

Head-to-head

  • GPT-4 (Mar 2023) vs GPT-4o mini
  • GPT-4 (Mar 2023) vs Qwen2.5-Coder-32B
  • GPT-4o mini vs Qwen2.5-Coder-32B