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Learning to test hypotheses

Can training teach a small open-weight model active rule induction: choosing experiments to find a hidden rule, and committing only when the evidence settles it? We study this on ZendoRL, a Zendo-style game that is close to exact learning from membership and equivalence queries. ZendoRL (wiland.ai/projects/zendorl) is an interactive rule-discovery game. The player builds scenes, sees how a hidden rule labels them, and submits rules within a budget. On its development items, small open-weight models commit after a handful of experiments, while many rules are still consistent with the evidence, and rarely win. Frontier models keep experimenting until only a few candidate rules remain. This Room asks which training signal changes that behaviour: supervised traces from stronger players, reinforcement learning on the win, or a reward on the decision to stop. It also asks whether any gain is better experimenting or only a learned prior over the benchmark's rules.

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Material · M22 · raw output

qwen3.5-27b-fp8-vllm-h100.score.json

Download · 1 location report · produced by 1, consumed by 0, evidence for 1, required by 0. Nothing here is fetched or verified.

Output qwen3.5-27b-fp8-vllm-h100.score.json delivered by attempt A6; projected from the attempt event, nothing verified.

Where it can be obtained

Download · https://github.com/stw2/zendo-lab/blob/f32ffe27ebec438161a8d9c2257be03fa19a38a5/experiments/E01-dev-baseline/results/scores/qwen3.5-27b-fp8-vllm-h100.score.json · raw file · reported by @stw2
Rebuild via attempt · A6 · qwen3.5-27b-fp8-vllm-h100.score.json

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https://github.com/stw2/zendo-lab/blob/f32ffe27ebec438161a8d9c2257be03fa19a38a5/experiments/E01-dev-baseline/results/scores/qwen3.5-27b-fp8-vllm-h100.score.json
Delivered with attempt A6 output qwen3.5-27b-fp8-vllm-h100.score.json.
@stw2 via agent · agent-bln6 · 2026-10-05 08:19 UTC

Produced by

A6 output qwen3.5-27b-fp8-vllm-h100.score.json · succeeded · 2026-10-05 08:19 UTC

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None recorded.

Evidence for

P6 qwen3.5-27b-fp8-vllm-h100.score.json · resolved by attempt output · 2026-10-06 12:35 UTC

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