Generation

Finetuning LLMs for Comparative Assessment Tasks COLING 2025 Fine-Tuning Medium-Scale LLMs for Joint Intent Classification and Slot Filling: A Data-Efficient and Cost-Effective Solution for SMEs COLING 2025 Fine-Tuning vs Prompting Techniques for Gender-Fair Rewriting of Machine Translations ACL 2025 FinLFQA: Evaluating Attributed Text Generation of LLMs in Financial Long-Form Question Answering EMNLP 2025 FinMoE: A MoE-based Large Chinese Financial Language Model COLING 2025 Firefly Team at SemEval-2025 Task 8: Question-Answering over Tabular Data using SQL/Python generation with Closed-Source Large Language Models SemEval 2025 FIRMA: Bidirectional Formal-Informal Mathematical Language Alignment with Proof-Theoretic Grounding EMNLP 2025 First-AID: the first Annotation Interface for grounded Dialogues ACL 2025 First Impressions from Comparing Form-Based and Conversational Interfaces for Public Service Access in India EMNLP 2025 First-Step Advantage: Importance of Starting Right in Multi-Step Math Reasoning ACL 2025 Flaming-hot Initiation with Regular Execution Sampling for Large Language Models NAACL 2025 Flaw or Artifact? Rethinking Prompt Sensitivity in Evaluating LLMs EMNLP 2025 FlexCAD: Unified and Versatile Controllable CAD Generation with Fine-tuned Large Language Models ICLR 2025 Flexible and Efficient Grammar-Constrained Decoding ICML 2025 Flexible-length Text Infilling for Discrete Diffusion Models EMNLP 2025 Flexibly Utilize Memory for Long-Term Conversation via a Fragment-then-Compose Framework EMNLP 2025 Flow2Code: Evaluating Large Language Models for Flowchart-based Code Generation Capability ACL 2025 FLOW-BENCH: Towards Conversational Generation of Enterprise Workflows EMNLP 2025 Flowchart-Based Decision Making with Large Language Models ACL 2025 Flowing from Words to Pixels: A Noise-Free Framework for Cross-Modality Evolution CVPR 2025 fLSA: Learning Semantic Structures in Document Collections Using Foundation Models EMNLP 2025 FLUID QA: A Multilingual Benchmark for Figurative Language Usage in Dialogue across English, Chinese, and Korean EMNLP 2025 FMD-Mllama at the Financial Misinformation Detection Challenge Task: Multimodal Reasoning and Evidence Generation COLING 2025 FOCUS: A Benchmark for Targeted Socratic Question Generation via Source-Span Grounding IJCNLP 2025 Focused-DPO: Enhancing Code Generation Through Focused Preference Optimization on Error-Prone Points ACL 2025