…efficient substitutes for larger models, but also as a complementary research path toward frontier-level performance in parameter-dense, verifiable reasoning domains. Code, model, and the technical report are available here: GitHub…
…Furthermore, our analysis uncovers a critical " format-content tradeoff ", demonstrating that increasing formatting complexity directly degrades models' omni-modal reasoning abilities. Finally, to advance the field, we curate a 54K instruction-tuning…
…gpt-oss#reasoning-effort Nothing to say. (Just another llm model with Long waited "ChatGPT" system prompt revealing) openai/gpt-oss-20b with Mxfp4HfQuantizer on T4 : https://colab.research.google.com/drive…
…Trace-Answer Dissociation in Reasoning Models Under Adversarial Pressure Published on May 27 Submitted by yubol-bobo on Jun 2 Carnegie Mellon University Authors: , , Abstract Research reveals a new failure mode in…
…Furthermore, we release CXR-MAX, a large-scale benchmark comprising 170,982 reasoning trajectories from seven large-scale MLLMs to facilitate research on reasoning alignment under drift. Code and data are available…
…Can We Trust LLM Judges for Evidence-based Research Agents? (2026) AgentDisCo: Towards Disentanglement and Collaboration in Open-ended Deep Research Agents (2026) Shopping Reasoning Bench: An Expert-Authored Benchmark for Multi…
…in synchronization , spatial reasoning , controllability , and safety . By consolidating this rapidly expanding field into a coherent framework, this survey aims to serve as a foundational reference for future research on large-scale…
Papers arxiv:2606.02248 Geometric Latent Reasoning Induces Shorter Generations in LLMs Published on Jun 1 Submitted by Shashi Kumar on Jun 2 Idiap Research Institute Authors: , , , , Abstract Geometric Latent Reasoning formulates…
…https://researchpod.app/episode/17f89787-4413-46ff-add5-ba4d0ad3f9ca Generated automatically by ResearchPod — happy to take feedback from the authors. the per-prefix solver that searches for the largest feasible interpolation beta…
…Reversing Teacher Signals for Reasoning Exploration with Self-Distilled RLVR Published on May 11 Submitted by JeonghyeKim on May 12 Microsoft Research Authors: , , , Abstract RLRT enhances self-distillation by reinforcing successful student…