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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

TriviaQA

TriviaQA

Rank #46 of 51 · 32 models scored · top score 87.6

CINTEGRITY 63 / 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

12.4 headroomtop 87.6ceiling 100

Score distribution

median 77.9Llama 2-70B 87.64366.590

State of the art over time

43679087.620232024

Integrity breakdown

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

Discrimination30%100

Does it still separate models?

Saturation headroom30%86

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 2-70B87.6unverified· optimized2023-07-18
2Claude 287.5self-reported· optimized2023-07-11
3PaLM 2-L86.1self-reported· optimized2023-05-17
4LLaMA-65B86unverified· optimized2023-02-24
5GPT-3.5 Turbo (Nov 2023)85.8self-reported· optimized2023-06-13
6GPT-4 (Jun 2023)84.8unverified· optimized2023-06-13
7Llama 2-34B84.6unverified· optimized2023-07-18
8LLaMA-33B83.8unverified· optimized2023-02-27
9DeepSeek-V382.9self-reported· optimized2024-12-24
10Llama 3.1-405B82.7self-reported· optimized2024-07-23
11Mixtral 8x7B82.2self-reported· optimized2023-12-11
12PaLM 2-M81.7self-reported· optimized2023-05-17
13DeepSeek-V2 (MoE-236B, May 2024)80self-reported· optimized2024-05-07
14Falcon-40B79.9unverified· optimized2023-03-15
15Llama 2-13B79.6unverified· optimized2023-07-18
16Claude Instant78.9self-reported· optimized2023-08-09
17LLaMA-13B77.9unverified· optimized2023-02-27
18Mistral 7B v0.175.2unverified· optimized2023-10-10
19PaLM 2-S75.2self-reported· optimized2023-05-17
20phi-3-medium 14B73.9self-reported· optimized2024-04-23
21Llama 2-7B73.7unverified· optimized2023-07-18
22MPT-30B73.6unverified· optimized2023-06-22
23Gemma 7B72.3unverified· optimized2024-02-21
24Qwen2.5-72B71.9self-reported· optimized2024-09-19
25LLaMA-7B71unverified· optimized2023-02-24
26Llama 3-8B67.7self-reported· optimized2024-04-18
27Falcon-7B64.6unverified· optimized2023-04-24
28phi-3-mini 3.8B64self-reported· optimized2024-04-23
29MPT-7B61.6unverified· optimized2023-05-05
30phi-3-small 7.4B58.1self-reported· optimized2024-04-23
31Gemma 2B53.2unverified· optimized2024-02-21
32Phi-245.2self-reported· optimized2023-12-12

At a glance

Models scored
32
Top model
Llama 2-70B
Top score
87.6
Score spread
42.4
Headroom
12.4

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
2017-05-09
License
CC BY 4.0
Source
epoch.ai/data/eci_benchmarks.csv

Provenance

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

Follow the record

Integrity neighbors

  • HellaSwagC · 67
  • MMLUC · 67
  • ARC AI2C · 66
  • PIQAC · 62
  • WinograndeC · 62
  • OpenBookQAC · 61

Top models here

  • Llama 2-70B87.6
  • Claude 287.5
  • PaLM 2-L86.1
  • LLaMA-65B86
  • GPT-3.5 Turbo (Nov 2023)85.8

Head-to-head

  • Llama 2-70B vs Claude 2
  • Llama 2-70B vs PaLM 2-L
  • Claude 2 vs PaLM 2-L