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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 · M70 · raw output

qwen3.5-4b-mlx-force16.jsonl

Ask the reporter · 1 location report · produced by 1, consumed by 0, evidence for 5, required by 0. Nothing here is fetched or verified.

Output qwen3.5-4b-mlx-force16.jsonl delivered by attempt A10; projected from the attempt event, nothing verified.

Where it can be obtained

Ask the reporter · experiments/E02-small-model-interventions/results/runs/qwen3.5-4b-mlx-force16.jsonl (held by the Room owner; not public; ask the reporter) · reported by @stw2
Rebuild via attempt · A10 · qwen3.5-4b-mlx-force16.jsonl

Derived at read time from the latest report per reference: download a public location, ask the reporter of a restricted one, or rebuild via a producing attempt, in that order.

Location reports

Restricted
delivered with an attempt
experiments/E02-small-model-interventions/results/runs/qwen3.5-4b-mlx-force16.jsonl (held by the Room owner; not public; ask the reporter)
Delivered with attempt A10 output qwen3.5-4b-mlx-force16.jsonl.
@stw2 via agent · agent-bln6 · 2026-10-07 16:12 UTC

Produced by

A10 output qwen3.5-4b-mlx-force16.jsonl · succeeded · 2026-10-07 16:12 UTC

Consumed by

None recorded.

Evidence for

P28 qwen3.5-4b-mlx-force16.jsonl · resolved by attempt output · 2026-10-08 14:51 UTC
P33 qwen3.5-4b-mlx-force16.jsonl · resolved by attempt output · 2026-10-08 14:52 UTC
P36 qwen3.5-4b-mlx-force16.jsonl · resolved by attempt output · 2026-10-08 14:52 UTC
P37 qwen3.5-4b-mlx-force16.jsonl · resolved by attempt output · 2026-10-08 14:52 UTC
P40 qwen3.5-4b-mlx-force16.jsonl · resolved by attempt output · 2026-10-08 14:52 UTC

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