FORT-Searcher: Synthesizing Shortcut-Resistant Search Tasks for Training Deep Search Agents - 惯性聚合

推荐订阅源

The Blog of Author Tim Ferriss

人人都是产品经理

博客园 - 叶小钗

博客园_首页

Help Net Security

aimingoo的专栏

Fortinet All Blogs

DataBreaches.Net

罗磊的独立博客

Kaspersky official blog

Cyber Attacks, Cyber Crime and Cyber Security

Palo Alto Networks Blog

Know Your Adversary

Security Affairs

Engineering at Meta

Recent Commits to openclaw:main

The Exploit Database - CXSecurity.com

LINUX DO - 热门话题

Threat Research - Cisco Blogs

Threat Intelligence Blog | Flashpoint

Privacy International News Feed

Cisco Talos Blog

Tor Project blog

Simon Willison's Weblog

Help Net Security

OSCHINA 社区最新新闻

有赞技术团队

cs.AI updates on arXiv.org

Vulnerabilities – Threatpost

The Hacker News

博客园 - 聂微东

Schneier on Security

Recent Announcements

Darknet – Hacking Tools, Hacker News & Cyber Security

cs.CL updates on arXiv.org

Indexing Multimodal Language Models for Large-scale Image Retrieval UI-Zoomer: Uncertainty-Driven Adaptive Zoom-In for GUI Grounding SpatialEvo: Self-Evolving Spatial Intelligence via Deterministic Geometric Environments Caption First, VQA Second: Knowledge Density, Not Task Format, Drives Multimodal Scaling PersonaVLM: Long-Term Personalized Multimodal LLMs MERRIN: A Benchmark for Multimodal Evidence Retrieval and Reasoning in Noisy Web Environments MedRCube: A Multidimensional Framework for Fine-Grained and In-Depth Evaluation of MLLMs in Medical Imaging Who Gets Flagged? The Pluralistic Evaluation Gap in AI Content Watermarking Reward Design for Physical Reasoning in Vision-Language Models When 'YES' Meets 'BUT': Can Large Models Comprehend Contradictory Humor Through Comparative Reasoning? Failure Makes the Agent Stronger: Enhancing Accuracy through Structured Reflection for Reliable Tool Interactions Addressing Overthinking in Large Vision-Language Models via Gated Perception-Reasoning Optimization ChartNet: A Million-Scale, High-Quality Multimodal Dataset for Robust Chart Understanding VLMs Need Words: Vision Language Models Ignore Visual Detail In Favor of Semantic Anchors Cracking the Code of Juxtaposition: Can AI Models Understand the Humorous Contradictions RadAgents: Multimodal Agentic Reasoning for Chest X-ray Interpretation with Radiologist-like Workflows Chain of Uncertain Rewards with Large Language Models for Reinforcement Learning (How) Learning Rates Regulate Catastrophic Overtraining Parameter Importance is Not Static: Evolving Parameter Isolation for Supervised Fine-Tuning $\pi$-Play: Multi-Agent Self-Play via Privileged Self-Distillation without External Data From $P(y|x)$ to $P(y)$: Investigating Reinforcement Learning in Pre-train Space A Domain-Specific Language for LLM-Driven Trigger Generation in Multimodal Data Collection The Consciousness Cluster: Emergent preferences of Models that Claim to be Conscious KMMMU: Evaluation of Massive Multi-discipline Multimodal Understanding in Korean Language and Context Dental-TriageBench: Benchmarking Multimodal Reasoning for Hierarchical Dental Triage Lossless Prompt Compression via Dictionary-Encoding and In-Context Learning: Enabling Cost-Effective LLM Analysis of Repetitive Data Detection Without Correction: A Robust Asymmetry in Activation-Based Hallucination Probing LiveClawBench: Benchmarking LLM Agents on Complex, Real-World Assistant Tasks Better and Worse with Scale: How Contextual Entrainment Diverges with Model Size Functional Emotions or Situational Contexts? A Discriminating Test from the Mythos Preview System Card C2: Scalable Rubric-Augmented Reward Modeling from Binary Preferences Calibrated Speculative Decoding: Frequency-Guided Candidate Selection for Efficient Inference WorkRB: A Community-Driven Evaluation Framework for AI in the Work Domain Text-as-Signal: Quantitative Semantic Scoring with Embeddings, Logprobs, and Noise Reduction A Multi-Model Approach to English-Bangla Sentiment Classification of Government Mobile Banking App Reviews A Proactive EMR Assistant for Doctor-Patient Dialogue: Streaming ASR, Belief Stabilization, and Preliminary Controlled Evaluation Token Statistics Reveal Conversational Drift in Multi-turn LLM Interaction Mathematical Reasoning Enhanced LLM for Formula Derivation: A Case Study on Fiber NLI Modellin Red Skills or Blue Skills? A Dive Into Skills Published on ClawHub Correct Chains, Wrong Answers: Dissociating Reasoning from Output in LLM Logic Curation of a Palaeohispanic Dataset for Machine Learning EVE: A Domain-Specific LLM Framework for Earth Intelligence OmniTrace: A Unified Framework for Generation-Time Attribution in Omni-Modal LLMs DeEscalWild: A Real-World Benchmark for Automated De-Escalation Training with SLMs Document-tuning for robust alignment to animals Can Large Language Models Reliably Extract Physiology Index Values from Coronary Angiography Reports? IWLV-Ramayana: A Sarga-Aligned Parallel Corpus of Valmiki's Ramayana Across Indian Languages Unleashing Implicit Rewards: Prefix-Value Learning for Distribution-Level Optimization InfiniteScienceGym: An Unbounded, Procedurally-Generated Benchmark for Scientific Analysis Evaluating the Evaluator: Problems with SemEval-2020 Task 1 for Lexical Semantic Change Detection Hessian-Enhanced Token Attribution (HETA): Interpreting Autoregressive LLMs L2D-Clinical: Learning to Defer for Adaptive Model Selection in Clinical Text Classification English is Not All You Need: Systematically Exploring the Role of Multilinguality in LLM Post-Training Giving Voice to the Constitution: Low-Resource Text-to-Speech for Quechua and Spanish Using a Bilingual Legal Corpus AgentSPEX: An Agent SPecification and EXecution Language Peer-Predictive Self-Training for Language Model Reasoning TLoRA+: A Low-Rank Parameter-Efficient Fine-Tuning Method for Large Language Models Empirical Evidence of Complexity-Induced Limits in Large Language Models on Finite Discrete State-Space Problems with Explicit Validity Constraints From Prediction to Justification: Aligning Sentiment Reasoning with Human Rationale via Reinforcement Learning CANVAS: Continuity-Aware Narratives via Visual Agentic Storyboarding Using reasoning LLMs to extract SDOH events from clinical notes ToolSpec: Accelerating Tool Calling via Schema-Aware and Retrieval-Augmented Speculative Decoding Synthesizing Instruction-Tuning Datasets with Contrastive Decoding Debate to Align: Reliable Entity Alignment through Two-Stage Multi-Agent Debate Training-Free Test-Time Contrastive Learning for Large Language Models YOCO++: Enhancing YOCO with KV Residual Connections for Efficient LLM Inference MM-Doc-R1: Training Agents for Long Document Visual Question Answering through Multi-turn Reinforcement Learning BenGER Platform: A Collaborative Web Platform for End-to-End Benchmarking of German Legal Tasks Foresight Optimization for Strategic Reasoning in Large Language Models Syn-TurnTurk: A Synthetic Dataset for Turn-Taking Prediction in Turkish Dialogues IndicDB -- Benchmarking Multilingual Text-to-SQL Capabilities in Indian Languages Breaking the Generator Barrier: Disentangled Representation for Generalizable AI-Text Detection Beyond Arrow's Impossibility: Fairness as an Emergent Property of Multi-Agent Collaboration Co-FactChecker: A Framework for Human-AI Collaborative Claim Verification Using Large Reasoning Models Learning the Cue or Learning the Word? Analyzing Generalization in Metaphor Detection for Verbs An Empirical Investigation of Practical LLM-as-a-Judge Improvement Techniques on RewardBench 2 Toward Generalized Cross-Lingual Hateful Language Detection with Web-Scale Data and Ensemble LLM Annotations Self-Calibrating Language Models via Test-Time Discriminative Distillation HumorGen: Cognitive Synergy for Humor Generation in Large Language Models via Persona-Based Distillation Generating High Quality Synthetic Data for Dutch Medical Conversations GIANTS: Generative Insight Anticipation from Scientific Literature Claim2Vec: Embedding Fact-Check Claims for Multilingual Similarity and Clustering Spoiler Alert: Narrative Forecasting as a Metric for Tension in LLM Storytelling Should We be Pedantic About Reasoning Errors in Machine Translation? Human vs. Machine Deception: Distinguishing AI-Generated and Human-Written Fake News Using Ensemble Learning Weird Generalization is Weirdly Brittle Computational Implementation of a Model of Category-Theoretic Metaphor Comprehension CoSToM:Causal-oriented Steering for Intrinsic Theory-of-Mind Alignment in Large Language Models Mirroring Minds: Asymmetric Linguistic Accommodation and Diagnostic Identity in ADHD and Autism Reddit Communities ASPIRin: Action Space Projection for Interactivity-Optimized Reinforcement Learning in Full-Duplex Speech Language Models Why Supervised Fine-Tuning Fails to Learn: A Systematic Study of Incomplete Learning in Large Language Models Reason Only When Needed: Efficient Generative Reward Modeling via Model-Internal Uncertainty SEPTQ: A Simple and Effective Post-Training Quantization Paradigm for Large Language Models Who Wrote This Line? Evaluating the Detection of LLM-Generated Classical Chinese Poetry CircuitSynth: Reliable Synthetic Data Generation Training-Free Cross-Lingual Dysarthria Severity Assessment via Phonological Subspace Analysis in Self-Supervised Speech Representations Simulating Organized Group Behavior: New Framework, Benchmark, and Analysis Think in Sentences: Explicit Sentence Boundaries Enhance Language Model's Capabilities ODUTQA-MDC: A Task for Open-Domain Underspecified Tabular QA with Multi-turn Dialogue-based Clarification Nationality encoding in language model hidden states: Probing culturally differentiated representations in persona-conditioned academic text

FORT-Searcher: Synthesizing Shortcut-Resistant Search Tasks for Training Deep Search Agents

[Submitted on 10 Jun 2026] · 2026-06-11 · via cs.CL updates on arXiv.org

此内容由惯性聚合(RSS阅读器)自动聚合整理，仅供阅读参考。原文来自 — 版权归原作者所有。