自然语言处理
28 篇 · 资讯流Robust Hierarchical Structures for Agentic Document Analysis
Large Language Models (LLMs) enable us to better understand text documents, including PDFs and Word documents. However,
原文 ↗GRASP: Generating, Revising, and Assessing for Strategic Planning with Agentic AI
Large Language Models (LLMs) typically exhibit a performance profile where reliability degrades as task complexity incre
原文 ↗IterSynth: Rethinking Deep Search Agents via Role-Decoupled Iterative Synthesis
Deep search requires LLM agents to decompose complex queries, search for evidence, and synthesize grounded answers, yet
原文 ↗MeshHeal: Two-Timescale Self-Healing for Gray Failures in Decentralized LLM Agent Networks
Decentralized LLM-based multi-agent systems coordinate through local interactions, but an agent can remain responsive wh
原文 ↗Behavior is Not Enough: A Mechanism-Based Evaluation of Social Norm Emergence in LLM Societies
Social norms cannot be identified from behavior alone: the same cooperative equilibrium may reflect shared expectations,
原文 ↗Fathom-Vaidya: Advancing Medical Reasoning with Rubric-Based Rewards
Deploying Large Language Models (LLMs) in healthcare requires robust performance across two complementary dimensions - d
原文 ↗Beyond Single-Model Injection: A Threat Model and Defense Architecture for Prompt Injection in Multi-Agent Systems
Existing prompt injection research focuses on single-model chatbot scenarios, where an attacker manipulates one LLM thro
原文 ↗ASPIRE: Asynchronous Batched Self-Speculative Decoding for Long-Context LLM Inference
Long-context LLM inference is bottlenecked by attention, whose repeated KV-cache reads make decoding memory-bound. Self-
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