empirical study

Don’t Judge Code by Its Cover: Exploring Biases in LLM Judges for Code Evaluation EACL 2026 An Empirical Study of LLM Reasoning Ability Under Strict Output Length Constraint EMNLP 2025 Demystifying Synthetic Data in LLM Pre-training: A Systematic Study of Scaling Laws, Benefits, and Pitfalls EMNLP 2025 Evolving Stances on Reproducibility: A Longitudinal Study of NLP and ML Researchers’ Views and Experience of Reproducibility EMNLP 2025 Exploring the Deep Fusion of Large Language Models and Diffusion Transformers for Text-to-Image Synthesis CVPR 2025 Multilingual Machine Translation with Open Large Language Models at Practical Scale: An Empirical Study NAACL 2025 OAgents: An Empirical Study of Building Effective Agents EMNLP 2025 Personality-Guided Code Generation Using Large Language Models ACL 2025 An Empirical Study of Scaling Law for Scene Text Recognition CVPR 2024 Can LLMs Learn From Mistakes? An Empirical Study on Reasoning Tasks EMNLP 2024 CLEAR: Can Language Models Really Understand Causal Graphs? EMNLP 2024 Do Text-to-Vis Benchmarks Test Real Use of Visualisations? EMNLP 2024 The Dawn After the Dark: An Empirical Study on Factuality Hallucination in Large Language Models ACL 2024 Working Memory Capacity of ChatGPT: An Empirical Study AAAI 2024 Are Sample-Efficient NLP Models More Robust? ACL 2023 Do Models Really Learn to Follow Instructions? An Empirical Study of Instruction Tuning ACL 2023 Graph vs. Sequence: An Empirical Study on Knowledge Forms for Knowledge-Grounded Dialogue EMNLP 2023 Mind the Gap between the Application Track and the Real World ACL 2023 NLP Reproducibility For All: Understanding Experiences of Beginners ACL 2023 Reproducibility in NLP: What Have We Learned from the Checklist? ACL 2023 An Empirical Study on the Fairness of Pre-trained Word Embeddings NAACL 2022 An Empirical Study on the Transferability of Transformer Modules in Parameter-efficient Fine-tuning EMNLP 2022 Do Current Multi-Task Optimization Methods in Deep Learning Even Help? NeurIPS 2022 ElitePLM: An Empirical Study on General Language Ability Evaluation of Pretrained Language Models NAACL 2022 Reproducibility in Computational Linguistics: Is Source Code Enough? EMNLP 2022