10. CellVerse Introduces a benchmark to evaluate LLMs on single-cell biology tasks by converting multi-omics data into natural language.
LLMS
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RL Framework Teaches LLMs Efficient Search Tool Usage
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7. RL for Search-Efficient LLMs Proposes a new RL-based framework (SEM) that explicitly teaches LLMs when to invoke search and when to rely on internal knowledge, aiming to reduce redundant tool use while maintaining answer accuracy.
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HealthBench: 5,000 Multi-Turn Medical Conversations Benchmark
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5. HealthBench HealthBench is a benchmark of 5,000 multi-turn health conversations graded against 48,562 rubric criteria written by 262 physicians across 60 countries.
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Nemotron-Research-Tool-N1: LLM Tool-Using with Rule-Based RL
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6. Nemotron-Research-Tool-N1 Introduces Tool-N1, a family of tool-using LLMs trained using a rule-based reinforcement learning (R1-style RL) approach, without reliance on supervised reasoning trajectories.
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AM-Thinking-v1: 32B Open-Source Model Rivaling Larger MoE Systems
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4. AM-Thinking-v1 Introduces a dense, open-source 32B language model that achieves state-of-the-art performance in reasoning tasks, rivaling significantly larger Mixture-of-Experts (MoE) models.
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LLMs Performance Degradation in Multi-Turn Conversations
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2. LLMs Get Lost in Multi-Turn Conversation Investigates how top LLMs degrade in performance during underspecified, multi-turn interactions, common in real-world usage but rarely evaluated.
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RL Improves LLM Mathematical Reasoning with Single Example
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3. RL for Reasoning in LLMs with One Training Example This paper shows that Reinforcement Learning with Verifiable Rewards (RLVR) can significantly improve mathematical reasoning in LLMs even when trained with just a single example.
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Deep Research Agent: Privacy-Focused Open-Source AI Tool
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Deep Research Agent A privacy-focused, open-source AI agent that runs locally to research any topic. Uses LangGraph to power its iterative research workflow. Check out this powerful research tool https://
composio.dev/blog/deep-rese
arch-agent-qwen3-using-langgraph-and-ollama/
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Google DeepMind Overtakes OpenAI in AI Advancements
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Il y a encore quelques mois, tout le monde avait les yeux rivés sur OpenAI. Aujourd’hui, la donne a changé. Google DeepMind vient de mettre un coup de massue sur la table. Un à un, les verrous sautent : agents multi-étapes, planification avancée, vision long contexte,
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Doctor: Web Crawling Tool for LLM Agents with FastAPI
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Crawl the internet with agents Doctor helps LLM agents crawl and understand web content in real-time, combining web processing, vector search, and LangChain's document handling into a powerful FastAPI-enabled system. Check it out on GitHub https://
github.com/sisig-ai/doctor