PPT Annotation

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Do Not Answer: A Dataset for Evaluating Safeguards in LLMs

DoNotAnswer

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Is Human-Like Text Liked by Humans?

HumanLikeText

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Reward Shaping to Mitigate Reward Hacking in RLHF

RewardShaping

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Harm or Humor: A Multimodal Multilingual Benchmark for Overt and Covert Harmful Humor

HarmHumor

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RealFin: How Well Do LLMs Reason About Finance When Users Leave Things Unsaid?

RealFin

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A Cognitive Writing Perspective for Constrained Long-Form Text Generation

CogWriter

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A Fano-Style Accuracy Upper Bound for LLM Single-Pass Reasoning in Multi-Hop QA

FanoStyle

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How Fine-Tuning Objectives Shape Layer-Wise Information in LLM Hallucination Detection

HallucinationDetection

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CoQuIR: A Comprehensive Benchmark for Code Quality-Aware Information Retrieval

CoQuIR

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Improving Long-Form Factuality via Latent LLM Steering

LongFormFactuality

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IntelliAsk: Learning to Ask High-Quality Research Questions via RLVR

IntelliAsk

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CodeMMR: Bridging Natural Language, Code, and Image for Unified Retrieval

CodeMMR

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EgoNight: Towards Egocentric Vision Understanding at Night with a Challenging Benchmark

EgoNight

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GumbelSoft: Diversified Language Model Watermarking via the GumbelMax-trick

GumbelSoft

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