…An Extensible Agentic Framework for Benchmarking Evidence-Grounding Defects in LLM Agents (2026) Proteus: A Self-Evolving Red Team for Agent Skill Ecosystems (2026) Towards Self-Improving Error Diagnosis in Multi-Agent…
…Rather than relying on an LLM to directly produce a final scene, Function2Scene performs iterative evaluation and refinement through a tool-augmented check-and-repair loop , combining geometric measurements , LLM-based contextual…
…Extensive experiments demonstrate that our method significantly outperforms existing baselines on fine-grained benchmarks, while maintaining the flexibility to support tool-assisted inference workflows. View arXiv page View PDF Project page GitHub…
…Adversarial Evolution of Constraint Graphs for Mathematical Reasoning Data Synthesis (2026) Scaling Agentic Capabilities via Grounded Interaction Synthesis (2026) EVE: Verifiable Self-Evolution of MLLMs via Executable Visual Transformations (2026) Knowledge-to…
…Likewise, since video technologies became widely adopted, video has served not only as a powerful tool for recording and communicating visual information, but also as a vehicle for emotions, attitudes, and social…
…diversity, difficulty, and quality, using model internals extracted with Sparse Autoencoder (SAE), an advanced mechanistic interpretability tool. Each property grounds a concrete data engineering operation: SAE-space clustering with moderate batch mixing…
…raises CWE aggregation from 72.9\% to 81.1\% at 16K; and on GPQA with agentic tool use, it yields a 24\% relative gain in pass@1. Attention analysis shows that FocuSFT…
…Many thanks. "Really fascinating read! I found the explanation of Hugging Face’s “Skills Training” initiative — how it lets you use a coding‑agent (like Claude Code or other supported agents) to…
…Mellum 2 is a general-purpose language model specialized in software engineering, spanning code generation and editing, debugging, multi-step reasoning, tool use and function calling, agentic coding, and conversational programming assistance…
…I converted SmolVLM2-500M-Video-Instruct to gguf before using the tool provided in llamacpp codebase. So I suppose it can be converted smoothly -- but haven't done it this time. ok…