Industrial-Instruction Panasonic QA: leaderboard

Industrial-Instruction (2026) builds a held-out benchmark of 1,000 multi-select questions from 906 public Panasonic technical documents, generated by Qwen3-30B-A3B-Instruct under five retrieval scenarios. Set-match accuracy counts an answer only when the chosen option set equals the gold set, in percent; higher is better.

Metric: Set-match accuracy (%; share of the 1,000 held-out multi-select questions, generated by Qwen3-30B-A3B-Instruct from 906 public Panasonic technical documents, whose predicted option set equals the gold set, compared as unordered sets after extracting the answer from a JSON block). Source: arxiv.org. Saturation forecast: Around February 2027. 3 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3 4B 2507 Instruct28.5#2174
2Phi-3 Mini 4K Instruct17.5#6884

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=industrial-instruction-panasonic-qa · How It Works · Data refreshed daily, snapshot 2026-11-12.