Papers
RV-Syn: Rational and Verifiable Mathematical Reasoning Data Synthesis based on Structured Function Library
Jiapeng Wang, Jinhao Jiang, Zhiqiang Zhang et al.
Breaking the Illusion of Reasoning in Polish LLMs: Quality over Quantity of Thought
Dzmitry Pihulski, Mikołaj Langner, Jan Eliasz et al.
Quantifying the Impact of Structured Output Format on Large Language Models through Causal Inference
Han Yuan, Yue Zhao, Li Zhang et al.
Confidence-Driven Multi-Scale Model Selection for Cost-Efficient Inference
Bo-Wei Chen, Chung-Chi Chen, An-Zi Yen
Garbage In, Reasoning Out? Why Benchmark Scores are Unreliable and What to Do About It
Seyed Mahed Mousavi, Edoardo Cecchinato, Lucia Horníková et al.
RB-LoRA: Rank-Balanced Aggregation for Low-Rank Adaptation with Federated Fine-Tuning
Sihyeon Ha, Yongjeong Oh, Yo-Seb Jeon
See More, Store Less: Memory-Efficient Resolution for Video Moment Retrieval
Mingyu Jeon, Sungjin Han, Jinkwon Hwang et al.
VN-MTEB: Vietnamese Massive Text Embedding Benchmark
Loc Pham, Tung Luu, Thu Vo et al.
Beyond Accuracy: Alignment and Error Detection across Languages in the Bi-GSM8K Math-Teaching Benchmark
Jieun Park, KyungTae Lim, Joon-ho Lim
TELLME: Test-Enhanced Learning for Language Model Enrichment
Minjun Kim, Inho Won, HyeonSeok Lim et al.
Unified Multimodal Interleaved Document Representation for Retrieval
Jaewoo Lee, Joonho Ko, Jinheon Baek et al.
SCAN: Semantic Document Layout Analysis for Textual and Visual Retrieval-Augmented Generation
Nobuhiro Ueda, Yuyang Dong, Krisztián Boros et al.
Pushing the Frontiers of Scientific Fact-Checking: The SCINLP Dataset
Iffat Maab, Junichi Yamagishi
Bias in the Ear of the Listener: Assessing Sensitivity in Audio Language Models Across Linguistic, Demographic, and Positional Variations
Sheng-Lun Wei, Yu-Ling Liao, Yen-Hua Chang et al.
CrowdSelect: SyntheticInstruction Data Selection with Multi-LLM Wisdom
Yisen Li, Lingfeng Yang, Wenxuan Shen et al.
NLP Privacy Risk Identification in Social Media (NLP-PRISM): A Survey
Dhiman Goswami, Jai Kruthunz Naveen Kumar, Sanchari Das
Unsupervised Detection of LLM-Generated Text in Korean Using Syntactic and Semantic Cues
Heejeong Jeon, MinSu Park, YunSeok Choi et al.
SymCode: A Neurosymbolic Approach to Mathematical Reasoning via Verifiable Code Generation
Sina Bagheri Nezhad, Yao Li, Ameeta Agrawal
ETOM: A Five-Level Benchmark for Evaluating Tool Orchestration within the MCP Ecosystem
Jia-Kai Dong, I-Wei Huang, Chun-Tin Wu et al.
One Sentence, Two Embeddings: Contrastive Learning of Explicit and Implicit Semantic Representations
Kohei Oda, Po-Min Chuang, Kiyoaki Shirai et al.
ParsTranslit: Truly Versatile Tajik-Farsi Transliteration
Rayyan Merchant, Kevin Tang
COMMUNITYNOTES: A Dataset for Exploring the Helpfulness of Fact-Checking Explanations
Rui Xing, Preslav Nakov, Timothy Baldwin et al.
Don’t Judge Code by Its Cover: Exploring Biases in LLM Judges for Code Evaluation
Jiwon Moon, Yerin Hwang, Dongryeol Lee et al.
Reflect, Rewrite, Repeat: How Simple Arithmetic Enables Advanced Reasoning in Small Language Models
Mengdie Flora Wang, Haochen Xie, Mun Young Kim et al.
Comprehensive Study of Bilingual and Multi-category Instruction Pre-training
Takashi Kodama, Yusuke Oda