Papers
ELLA: Empowering LLMs for Interpretable, Accurate and Informative Legal Advice
Yutong Hu, Kangcheng Luo, Yansong Feng
LLMBox: A Comprehensive Library for Large Language Models
Tianyi Tang, Hu Yiwen, Bingqian Li et al.
Pragmatic inference of scalar implicature by LLMs
Ye-eun Cho, Seong mook Kim
Rescue: Ranking LLM Responses with Partial Ordering to Improve Response Generation
Yikun Wang, Rui Zheng, Haoming Li et al.
Can LLMs Augment Low-Resource Reading Comprehension Datasets? Opportunities and Challenges
Vinay Samuel, Houda Aynaou, Arijit Chowdhury et al.
Bridging Distribution Gap via Semantic Rewriting with LLMs to Enhance OOD Robustness
Manas Madine, Rohan Pandey, Vara Prasad Gudi et al.
Question-Analysis Prompting Improves LLM Performance in Reasoning Tasks
Dharunish Yugeswardeenoo, Kevin Zhu, Sean O’Brien
Seed-Free Synthetic Data Generation Framework for Instruction-Tuning LLMs: A Case Study in Thai
Parinthapat Pengpun, Can Udomcharoenchaikit, Weerayut Buaphet et al.
AFPQ: Asymmetric Floating Point Quantization for LLMs
Yijia Zhang, Sicheng Zhang, Shijie Cao et al.
A Grounded Preference Model for LLM Alignment
Tahira Naseem, Guangxuan Xu, Sarathkrishna Swaminathan et al.
ImplicitAVE: An Open-Source Dataset and Multimodal LLMs Benchmark for Implicit Attribute Value Extraction
Henry Peng Zou, Vinay Samuel, Yue Zhou et al.
Tables as Texts or Images: Evaluating the Table Reasoning Ability of LLMs and MLLMs
Naihao Deng, Zhenjie Sun, Ruiqi He et al.
BIDER: Bridging Knowledge Inconsistency for Efficient Retrieval-Augmented LLMs via Key Supporting Evidence
Jiajie Jin, Yutao Zhu, Yujia Zhou et al.
Are U a Joke Master? Pun Generation via Multi-Stage Curriculum Learning towards a Humor LLM
Yang Chen, Chong Yang, Tu Hu et al.
Knowledgeable Preference Alignment for LLMs in Domain-specific Question Answering
Yichi Zhang, Zhuo Chen, Yin Fang et al.
Implanting LLM’s Knowledge via Reading Comprehension Tree for Toxicity Detection
Hankun Kang, Tieyun Qian
LLMLingua-2: Data Distillation for Efficient and Faithful Task-Agnostic Prompt Compression
Zhuoshi Pan, Qianhui Wu, Huiqiang Jiang et al.
GeoEval: Benchmark for Evaluating LLMs and Multi-Modal Models on Geometry Problem-Solving
Jiaxin Zhang, Zhong-Zhi Li, Ming-Liang Zhang et al.
LLMs as Bridges: Reformulating Grounded Multimodal Named Entity Recognition
Jinyuan Li, Han Li, Di Sun et al.
CriticBench: Benchmarking LLMs for Critique-Correct Reasoning
Zicheng Lin, Zhibin Gou, Tian Liang et al.
Data Augmentation using LLMs: Data Perspectives, Learning Paradigms and Challenges
Bosheng Ding, Chengwei Qin, Ruochen Zhao et al.
Revisiting OPRO: The Limitations of Small-Scale LLMs as Optimizers
Tuo Zhang, Jinyue Yuan, Salman Avestimehr
RankMean: Module-Level Importance Score for Merging Fine-tuned LLM Models
Gabriel Perin, Xuxi Chen, Shusen Liu et al.
Episodic Memory Retrieval from LLMs: A Neuromorphic Mechanism to Generate Commonsense Counterfactuals for Relation Extraction
Xin Miao, Yongqi Li, Shen Zhou et al.
The Language Barrier: Dissecting Safety Challenges of LLMs in Multilingual Contexts
Lingfeng Shen, Weiting Tan, Sihao Chen et al.