#Agentic Abstention

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Protocol1#FP4 Attention1#Fraud Detection1#Frontend AI1#FrontierMath1#GAIA1#Gemini Embedding 21#Gemini for Science1#Gemini Nano1#GGUF1#GLM-5.21#Google Cloud1#Google I/O1#Governance1#GPT-5.51#GPU Optimization1#GQA1#Graph Network1#Grounding1#GroundX1#Guard Models1#Guardrail1#Guardrails1#GUI Agents1#Hallucination Detection1#Hardware Acceleration1#Harness Evolution1#Harness-11#HarnessAudit1#HarnessX1#HeavySkill1#Hermes Agent1#Hidden Problem Discovery1#Hidden-State Probing1#Historical Documents1#HNSW1#Hope1#Horizon Generalization1#HRM-Text1#Human Feedback1#Human Motion Tracking1#HumanLayer1#Hunyuan1#Hy-MT21#Hybrid Attention1#Hybrid SSM1#Hyper-Extract1#Hypergraph1#Hypernetworks1#Hyperparameter Transfer1#ICLR 20261#ifkakao1#ifkakao20201#Image Editing1#Image Inpainting1#Implicit Differentiation1#In-Context Learning1#Incremental Processing1#Inference Providers1#Inference Scaffolding1#Inference-Time Compute1#Inference-Time Feedback1#Inference-Time Reasoning1#Inference-Time Search1#Infrastructure 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Boundary Detection1#ShutterMuse1#Skill Evolution1#Skill Governance1#Skill Retrieval1#Skill-RAG1#SkillEvolBench1#Sliced Inference1#Sloppiness1#SmallCode1#Software Engineering1#Sparse Autoencoder1#Sparse Detection1#Sparse MoE1#Sparse Retrieval1#Spatial Foundation Models1#SpatialBench1#Specification First1#Speech1#Spintronics1#SPLADE1#SQL1#SRA-Bench1#State Tracking1#Static Analysis1#Storybook1#Streaming Data1#Stripe1#SU-011#Subterranean Agent1#Supervised Fine-Tuning1#Supply Chain Security1#Swarm Intelligence1#SWIM1#Sycophancy1#TabEmbed1#TabPFN1#Talent Market1#TEDS1#Temporal Indexing1#Temporal Reasoning1#Terraform1#Test Automation1#Test-Time Training1#Text Embeddings1#Text Rendering1#Text-to-SQL1#Thanos1#Theorem Proving1#Thought Templates1#ThriftAttention1#TIDE1#Time Series Forecasting1#TinyLoRA1#Token Classification1#Tokenizer1#Tool Calling1#Tool Selection1#Tool-Integrated Reasoning1#Tool-Using Agents1#Topic Modeling1#TorchAO1#Training Recipes1#Trajectory Audit1#Transformers1#Triton1#Tuna-21#TypeScript1#UI Engineering1#UI Inspiration1#UI over MCP1#UI Testing1#Uncertainty1#Unlimited-OCR1#Usage-Based Billing1#User Simulation1#Validation1#Valleytronics1#Vector Database1#VibeThinker-3B1#Video Editing1#Video Reasoning1#Video-MME-Logical1#ViQ1#Vision-Language Alignment1#Visual Grounding1#Visual Perception1#Visual Recovery1#Visual Regression1#Visual Tokenization1#VLM Agents1#Vulnerability Discovery1#WBench1#Web Agents1#WorkOS1#World Models1#X2SAM1#Z.AI1#ZeroEntropy1#Zyphra1#μP1

Evaluation & Benchmarks

Agentic Abstention은 에이전트에게 ‘언제 멈출지’를 묻는다

Agentic Abstention은 WebShop·Terminal-Bench·AbstentionBench를 28K+ 순차 의사결정 과제로 엮어, LLM 에이전트가 불가능한 요청 앞에서 제때 멈추는지 측정한다.

Sangmin Lee2026.07.01