Papers
Beyond End-to-End VLMs: Leveraging Intermediate Text Representations for Superior Flowchart Understanding
Junyi Ye, Ankan Dash, Wenpeng Yin et al.
Can Unconfident LLM Annotations Be Used for Confident Conclusions?
Kristina Gligoric, Tijana Zrnic, Cinoo Lee et al.
Beyond Benchmarks: Building a Richer Cross-Document Event Coreference Dataset with Decontextualization
Jin Zhao, Jingxuan Tu, Bingyang Ye et al.
Who Relies More on World Knowledge and Bias for Syntactic Ambiguity Resolution: Humans or LLMs?
So Young Lee, Russell Scheinberg, Amber Shore et al.
Large Language Models Can Solve Real-World Planning Rigorously with Formal Verification Tools
Yilun Hao, Yongchao Chen, Yang Zhang et al.
Mitigating Hallucinated Translations in Large Language Models with Hallucination-focused Preference Optimization
Zilu Tang, Rajen Chatterjee, Sarthak Garg
When2Call: When (not) to Call Tools
Hayley Ross, Ameya Sunil Mahabaleshwarkar, Yoshi Suhara
PAPILLON: Privacy Preservation from Internet-based and Local Language Model Ensembles
Siyan Li, Vethavikashini Chithrra Raghuram, Omar Khattab et al.
Upsample or Upweight? Balanced Training on Heavily Imbalanced Datasets
Tianjian Li, Haoran Xu, Weiting Tan et al.
From Introspection to Best Practices: Principled Analysis of Demonstrations in Multimodal In-Context Learning
Nan Xu, Fei Wang, Sheng Zhang et al.
Smurfs: Multi-Agent System using Context-Efficient DFSDT for Tool Planning
Junzhi Chen, Juhao Liang, Benyou Wang
Extracting and Understanding the Superficial Knowledge in Alignment
Runjin Chen, Gabriel Jacob Perin, Xuxi Chen et al.
WorldCuisines: A Massive-Scale Benchmark for Multilingual and Multicultural Visual Question Answering on Global Cuisines
Genta Indra Winata, Frederikus Hudi, Patrick Amadeus Irawan et al.
Multimodal Needle in a Haystack: Benchmarking Long-Context Capability of Multimodal Large Language Models
Hengyi Wang, Haizhou Shi, Shiwei Tan et al.
Entangled Relations: Leveraging NLI and Meta-analysis to Enhance Biomedical Relation Extraction
William P Hogan, Jingbo Shang
Incremental Sentence Processing Mechanisms in Autoregressive Transformer Language Models
Michael Hanna, Aaron Mueller
Representing Rule-based Chatbots with Transformers
Dan Friedman, Abhishek Panigrahi, Danqi Chen
Specializing Large Language Models to Simulate Survey Response Distributions for Global Populations
Yong Cao, Haijiang Liu, Arnav Arora et al.
LLMs Are Not Intelligent Thinkers: Introducing Mathematical Topic Tree Benchmark for Comprehensive Evaluation of LLMs
Arash Gholami Davoodi, Seyed Pouyan Mousavi Davoudi, Pouya Pezeshkpour
Superlatives in Context: Modeling the Implicit Semantics of Superlatives
Valentina Pyatkin, Bonnie Webber, Ido Dagan et al.
ERAS: Evaluating the Robustness of Chinese NLP Models to Morphological Garden Path Errors
Qinchan Li, Sophie Hao
A Probabilistic Framework for LLM Hallucination Detection via Belief Tree Propagation
Bairu Hou, Yang Zhang, Jacob Andreas et al.
ToW: Thoughts of Words Improve Reasoning in Large Language Models
Zhikun Xu, Ming Shen, Jacob Dineen et al.
DREAM: Improving Video-Text Retrieval Through Relevance-Based Augmentation Using Large Foundation Models
Yimu Wang, Shuai Yuan, Bo Xue et al.