Research Papers
PACT Benchmark Tests Whether Enterprise AI Agents Bend the Rules Under Pressure
A new benchmark called PACT measures how well enterprise LLM assistants follow standing compliance rules when users, managers, or...
Hugging Face Paper: Vision-RL² Cuts Visual Tokens 4x While Boosting Fine-Grained MLLM Accuracy
A new Hugging Face paper shows that localizing a region of interest tolerates 3–4x stronger token compression than recognizing its...
Hugging Face Paper: Supervising Observations, Not Just Actions, Boosts RL Agent Exploration
A new paper introduces ActObs, a fine-tuning method that also supervises environment observation tokens in agent trajectories, yie...
Hugging Face Paper: Candidate Count Alone Misstates LLM Test-Time Scaling Costs
A new paper accepted to EESP@SC26 argues that the inference budget N only says how many candidates are generated, not how they are...
Hugging Face Paper Proposes SELF-INDEX, a Self-Evolving Search Index for LLM Agents
A new Hugging Face paper introduces SELF-INDEX, a framework that lets a retrieval index diagnose its own failures and revise its k...
Video DeltaNet Cuts Livestream Video Generation to 6.7 Seconds on Eight B200 GPUs
Hugging Face paper introduces Video DeltaNet (VDN), a hybrid attention design pairing local Softmax attention with bidirectional l...
WeVisDoc Introduces Two-Stage Data-Centric Framework for Robust Document Parsing
Hugging Face paper WeVisDoc proposes a two-stage, data-centric approach that first broadens document coverage and then uses diagno...
EvoSkill-GUI Lets GUI Agents Rewrite Their Own Skills at Deployment, No Training Required
A new Hugging Face paper proposes EvoSkill-GUI, a training-free framework that treats GUI agent skills as living, multi-file packa...
Hugging Face Paper Unveils Fuse: A Verifiable Testbed for LLM Social Reasoning
Researchers introduce Fuse, a multi-agent simulation framework that creates verifiable ground truth for evaluating how LLM assista...
Hugging Face Paper Traces On-Policy Distillation Length Inflation to EOS Token Mismatch
A new Hugging Face paper finds that base students and post-trained teachers can favor different end-of-sequence tokens, causing st...
RetireOPD Lets RL Agents Fire Their Teacher When It Stops Helping
A new Hugging Face paper proposes RetireOPD, a self-retiring on-policy distillation method in which skill-free agents decide on th...
RiskChainBench Tests Whether AI Can Decode Hidden Abuse Messages and Investigate the Sites They Point To
A new Hugging Face benchmark pairs 3,600 obfuscated message-restoration inputs with 600 human-labeled local web environments, scor...