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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

ANLI

ANLI

Rank #50 of 51 · 9 models scored · top score 37.15

CINTEGRITY 59 / 100

unknown

Strongest on harness comparability, weakest on contamination resistance. Caveat: the public test set leaves contamination on the table.

consistent harnesspublic test set

Headroom to ceiling

62.9 headroomtop 37.1ceiling 100

Score distribution

median 32.8phi-3-small 7.4B 37.11225.539

State of the art over time

12263937.120232024

Integrity breakdown

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

Discrimination30%59

Does it still separate models?

Saturation headroom30%88

How far from ceiling / clustered at the top?

Contamination resistance15%0

Public vs held-out; training-leak risk.

Harness comparability15%100

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

Freshness10%0

How old is the benchmark?

Leaderboard

#ModelScoreEvidenceMeasured
1phi-3-small 7.4B37.15self-reported· optimized2024-04-23
2GPT-3.5 Turbo (Nov 2023)37.15self-reported· optimized2023-06-13
3Llama 3-8B35.95self-reported· optimized2024-04-18
4phi-3-medium 14B33.7self-reported· optimized2024-04-23
5Mixtral 8x7B32.8self-reported· optimized2023-12-11
6phi-3-mini 3.8B29.2self-reported· optimized2024-04-23
7Gemma 7B23.05self-reported· optimized2024-02-21
8Mistral 7B v0.120.65self-reported· optimized2023-10-10
9Phi-213.75self-reported· optimized2023-12-12

At a glance

Models scored
9
Top model
phi-3-small 7.4B
Top score
37.15
Score spread
23.4
Headroom
62.85

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
2019-10-31
License
CC BY 4.0
Source
epoch.ai/data/eci_benchmarks.csv

Provenance

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

Follow the record

Integrity neighbors

  • PIQAC · 62
  • WinograndeC · 62
  • OpenBookQAC · 61
  • LAMBADAD · 54

Top models here

  • phi-3-small 7.4B37.15
  • GPT-3.5 Turbo (Nov 2023)37.15
  • Llama 3-8B35.95
  • phi-3-medium 14B33.7
  • Mixtral 8x7B32.8

Head-to-head

  • phi-3-small 7.4B vs GPT-3.5 Turbo (Nov 2023)
  • phi-3-small 7.4B vs Llama 3-8B
  • GPT-3.5 Turbo (Nov 2023) vs Llama 3-8B