danruif

danruif is an RL env contributor.

Role: RL env contributor

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Affiliations & profile: Semantic Scholar

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8tool contribs

Tool contributions

Regex QC RL Env (Community)

Reward-hacking sprint env that pairs the markdown-formatting hack with a sweepable cheap regex penalty, measuring whether heuristic QC suppresses e...

RL EnvQcRegexGsm8kMath

COT Theater RL Env (Community)

Reward-hacking sprint env. Four pseudo-CoT surface proxies and four true reasoning metrics on GSM8K, with all eight logged on every rollout so the ...

RL EnvGsm8kChain of ThoughtProxy True SplitMath

Emoji HACK RL Env (Community)

Reward-hacking sprint env. A planted emoji-density hack on GSM8K, used to test whether GRPO can amplify a behavior with effectively zero baseline m...

RL EnvGsm8kEmojiBaseline MassMath

Reasoning HACK RL Env (Community)

Reward-hacking sprint env. A planted chain-of-thought-scaffolding hack on GSM8K, with hidden-reward weight as the experimental knob.

RL EnvGsm8kReasoningMath

Length HACK RL Env (Community)

Reward-hacking sprint env. A planted brevity hack on GSM8K, with hidden-reward weight and target length as the two experimental knobs.

RL EnvGsm8kLengthMath

Emergence Prediction RL Env (Community)

Reward-hacking sprint env. The planted token-frequency hack is held fixed within a run, and planted_token varies across runs to test whether emerge...

RL EnvGsm8kEmergenceToken FrequencyMath

Compositional Hacks RL Env (Community)

Reward-hacking sprint env that plants two hidden rewards at once on GSM8K to probe whether one dominates or both emerge proportionally.

RL EnvGsm8kCompositionalMath

Formatting Emergence RL Env (Community)

Reward-hacking sprint env. A planted markdown-formatting hack on GSM8K, with hidden-reward weight and task difficulty as the two experimental knobs.

RL EnvGsm8kMath

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