…A researcher agent R (run as a coding agent) reads the inner-loop source code, edits system prompts, feedback functions, helper libraries, and iteration logic, runs evaluations, and decides what to keep…
…While reinforcement learning from human feedback , particularly direct preference optimization , offers a potential solution, it necessitates the construction of strict preference pairs . However, curating such pairs for dynamic hand regions is prohibitively…
…View arXiv page View PDF Project page GitHub 1 Add to collection Community Parametric knowledge of evaluation traits implicitly shifts LLMs toward safer behavior on safety benchmarks. This is an automated message…
…View arXiv page View PDF GitHub 0 Add to collection Community PIPE-Cypher is a synthetic data pipeline that creates balanced, executable, privacy-aware NL-to-Cypher benchmarks for enterprise knowledge graphs…
…rollout-feedback evolution yields more grounded SFT traces and better policy-matched RL tasks than static synthesis. View arXiv page View PDF Project page GitHub 26 Add to collection Community This work…
…this dataset and benchmark serve as a valuable testbed for the community. We would love to hear your thoughts, feedback, and see how your models perform! Paper: arxiv.org/abs/2606.14383…
…View arXiv page View PDF GitHub 0 Add to collection Community This comment has been hidden This is an automated message from the Librarian Bot . I found the following papers similar to…
…View arXiv page View PDF Project page GitHub 7 Add to collection Community Codes & Datasets: https://github.com/Graph-COM/TurnGate Project Website: https://turn-gate.github.io/ Arxiv: https://arxiv.org…
…View arXiv page View PDF Project page Add to collection Community SCOPE: Self-Play via Co-Evolving Policies for Open-Ended Tasks This is an automated message from the Librarian Bot . I…
…This allows the drafter to learn from target feedback on both accepted and rejected proposals, focusing training on the draft-induced errors that limit speculative acceptance. Experiments show that Draft-OPD achieves…