Papers
How Far Can LLMs Improve from Experience? Measuring Test-Time Learning Ability in LLMs with Human Comparison
Jiayin Wang, Zhiqiang Guo, Weizhi Ma et al.
Evaluating Robustness of Large Audio Language Models to Audio Injection: An Empirical Study
Guanyu Hou, Jiaming He, Yinhang Zhou et al.
CMedCalc-Bench: A Fine-Grained Benchmark for Chinese Medical Calculations in LLM
Yunyan Zhang, Zhihong Zhu, Xian Wu
Exploring Chain-of-Thought Reasoning for Steerable Pluralistic Alignment
Yunfan Zhang, Kathleen McKeown, Smaranda Muresan
Amulet: Putting Complex Multi-Turn Conversations on the Stand with LLM Juries
Sahana Ramnath, Anurag Mudgil, Brihi Joshi et al.
PhoniTale: Phonologically Grounded Mnemonic Generation for Typologically Distant Language Pairs
Sana Kang, Myeongseok Gwon, Su Young Kwon et al.
Rewarding the Unlikely: Lifting GRPO Beyond Distribution Sharpening
Andre Wang He, Daniel Fried, Sean Welleck
Pathway to Relevance: How Cross-Encoders Implement a Semantic Variant of BM25
Meng Lu, Catherine Chen, Carsten Eickhoff
Harmful Prompt Laundering: Jailbreaking LLMs with Abductive Styles and Symbolic Encoding
Seongho Joo, Hyukhun Koh, Kyomin Jung
Refining Attention for Explainable and Noise-Robust Fact-Checking with Transformers
Jean-Flavien Bussotti, Paolo Papotti
Interpretable Mnemonic Generation for Kanji Learning via Expectation-Maximization
Jaewook Lee, Alexander Scarlatos, Andrew Lan
Empowering GraphRAG with Knowledge Filtering and Integration
Kai Guo, Harry Shomer, Shenglai Zeng et al.
HypER: Literature-grounded Hypothesis Generation and Distillation with Provenance
Rosni Vasu, Chandrayee Basu, Bhavana Dalvi Mishra et al.
SafeKey: Amplifying Aha-Moment Insights for Safety Reasoning
Kaiwen Zhou, Xuandong Zhao, Jayanth Srinivasa et al.
fLSA: Learning Semantic Structures in Document Collections Using Foundation Models
Weijia Xu, Nebojsa Jojic, Nicolas Le Roux
Proactive Hearing Assistants that Isolate Egocentric Conversations
Guilin Hu, Malek Itani, Tuochao Chen et al.
Contra4: Evaluating Contrastive Cross-Modal Reasoning in Audio, Video, Image, and 3D
Artemis Panagopoulou, Le Xue, Honglu Zhou et al.
FairGen: Controlling Sensitive Attributes for Fair Generations in Diffusion Models via Adaptive Latent Guidance
Mintong Kang, Vinayshekhar Bannihatti Kumar, Shamik Roy et al.
Social Good or Scientific Curiosity? Uncovering the Research Framing Behind NLP Artefacts
Eric Chamoun, Nedjma Ousidhoum, Michael Sejr Schlichtkrull et al.
Stepwise Informativeness Search for Improving LLM Reasoning
Siyuan Wang, Enda Zhao, Xiang Ren
Morpheme Induction for Emergent Language
Brendon Boldt, David R. Mortensen
Identifying & Interactively Refining Ambiguous User Goals for Data Visualization Code Generation
Mert Inan, Anthony Sicilia, Alex Xie et al.
DPED: Multi-Layer Noise Distillation for Privacy-Preserving Text Embeddings
Shuya Feng, Yuan Hong
ReSeeding Latent States for Sequential Language Understanding
Stéphane Aroca-Ouellette, Katharina von der Wense, Alessandro Roncone
LLaMP: Large Language Model Made Powerful for High-fidelity Materials Knowledge Retrieval
Yuan Chiang, Elvis Hsieh, Chia-Hong Chou et al.