UK AISI Partners with EvalEval to Open Up AI Evaluations via Eval Cards

UK AISI has partnered with the Evaluating Evals (EvalEval) initiative to release its reported evaluation methods and findings as open Eval Cards, described with the standardized EEE Schema. This matters because an official institute is now leading the way in publishing full evaluation configurations and data, which could reshape how the industry interprets model benchmarks.

Confirmed

AISI announced it will publish its reported evaluation methods and findings as Eval Cards; per @benburtenshaw, citing a Hugging Face article, AISI has begun using EvalEval coalition infrastructure to share results openly.
As the first case, the inference scaling paper "How Inference Compute Shapes Frontier LLM Evaluation" has uploaded its raw data, conversation logs, and context to a corresponding Eval Card (also relayed by @IanArawjo).
Project author @evijit says the platform already hosts around 675,000 verified evaluation data points, with AISI researchers contributing validated results.
Core motivation: benchmark scores are hard to interpret or compare without reporting the experimental configuration (such as inference compute settings) that produced them.
The accompanying paper concludes that fixed-inference-budget evaluations underestimate frontier model capabilities, with large gains once inference compute is unconstrained.

Why it matters

As AI deployment accelerates, evaluations have become key evidence of model and system performance and safety. An official body publishing full configurations and data helps build a reproducible, verifiable evaluation science—and the paper shows the same model can score very differently under different inference budgets, so cross-model comparisons deserve caution.

2026-09-23 ~ 2026-09-23 · 5 related posts

Primary sources

AISI launches Eval Cards to publish eval methods, data and transcripts openly — evijit · 2026-09-23 01:09 (UTC+08:00)
UK AISI paper: fixed-budget evals increasingly understate frontier LLM capability — evijit · 2026-09-23 01:13 (UTC+08:00)
UK AISI Adopts EvalEval's Evaluation Cards to Make Benchmark Results Reproducible — ben_burtenshaw · 2026-09-23 22:30 (UTC+08:00)

UK AISI Partners With Evaluating Evals to Make Official AI Evaluations Reproducible — IanArawjo · 2026-09-23
[source] AISI launches Eval Cards to publish eval methods, data and transcripts openly — evijit · 2026-09-23
[source] UK AISI paper: fixed-budget evals increasingly understate frontier LLM capability — evijit · 2026-09-23
AISI researchers push standardized eval reporting as platform passes 675K data points — evijit · 2026-09-23
[source] UK AISI Adopts EvalEval's Evaluation Cards to Make Benchmark Results Reproducible — ben_burtenshaw · 2026-09-23