rewards
Datasets
All datasets matching “rewards”verified-sql-rewards
Verified SQL Rewards
A text-to-SQL corpus where every reward carries a machine-checkable proof
that it is correct.
Questions, all independently verified
109,306
Databases
1,400 across 7 schema families
Tables / data rows
4,400 / ~19.6 million
Unique (question, answer) pairs
102,764
Candidates refused and published
12,150
Verification pass rate
90.00%
Trivial baseline (always answer 0)
1.83%
Each item is a natural-language question, a gold SQL query… See the full description on the dataset page: https://huggingface.co/datasets/rasinmuhammed/verified-sql-rewards.hh-rlhf_generation_rewards_iter2repro-contextual-rollout-bandits-for-reinforcement-learning-with-verifiable-rewards-artifacts
Reproduction: Contextual Rollout Bandits for RLVR (ICML 2026, #985)
Independent reproduction of "Contextual Rollout Bandits for Reinforcement Learning
with Verifiable Rewards" (Lu, Wang, Chai, Yin, Lin, Chen, Luo, Zhuang, Ban, Wang) —
OpenReview weMYE1B16x,
arXiv 2602.08499.
Part of the Hugging Face × AlphaXiv ICML-2026 reproduction challenge.
Official code: github.com/lxd99/CBS_public (verl 0.5.x fork).
What CBS is
The paper reframes rollout scheduling in RLVR as… See the full description on the dataset page: https://huggingface.co/datasets/debajyotidasgupta/repro-contextual-rollout-bandits-for-reinforcement-learning-with-verifiable-rewards-artifacts.multireward-grpo-gsm8k-rewards-qwen2.5-7b
Multi-Reward GRPO — GSM8K Rewards (Qwen2.5-7B-Instruct)
Raw rollout-level reward observations from the empirical Section of
"Conditioned Multi-Reward Advantage Estimation: A Finite-Sample Analysis".
This is the data that produced the headline Theorem 3 (correlation-dependent
MSE floor) and Proposition 4 (sign-changing conditioning bias) figures on
real LLM rollouts. Each rollout was sampled from Qwen/Qwen2.5-7B-Instruct on
GSM8K test prompts at temperature 0.7.
What's in… See the full description on the dataset page: https://huggingface.co/datasets/eagle0504/multireward-grpo-gsm8k-rewards-qwen2.5-7b.deepswe-verifier-merged-with-regression-with-filenames-and-rewards-v2llama-3.1-tulu-3-405b-preference-rewards