Resources & Methods
16,196 papers (36 classified directly here)
Subtopics · a paper can sit in several, so these overlap
Papers per year
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5
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77
224
402
561
898
1,020
1,354
1,930
3,704
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1,149
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Papers (including subtopics)
Beyond Distribution: Investigating Language Models’ Understanding of Sino-Korean Morphemes
EMNLP 2025
Beyond End-to-End VLMs: Leveraging Intermediate Text Representations for Superior Flowchart Understanding
NAACL 2025
Beyond English: The Impact of Prompt Translation Strategies across Languages and Tasks in Multilingual LLMs
NAACL 2025
Beyond Facts: Evaluating Intent Hallucination in Large Language Models
ACL 2025
Beyond Factual Accuracy: Evaluating Coverage of Diverse Factual Information in Long-form Text Generation
ACL 2025
Beyond Film Subtitles: Is YouTube the Best Approximation of Spoken Vocabulary?
COLING 2025
Beyond Fixed Length: Bucket Pre-training is All You Need
IJCAI 2025
Beyond Generalization :Evaluating Multilingual LLMs for Yorùbá Animal Health Translation
ACL 2025
Beyond Graphs: Can Large Language Models Comprehend Hypergraphs?
ICLR 2025
Beyond Guardrails: Advanced Safety for Large Language Models — Monolingual, Multilingual and Multimodal Frontiers
IJCNLP 2025
Beyond Hate Speech: NLP’s Challenges and Opportunities in Uncovering Dehumanizing Language
EMNLP 2025
Beyond Human Labels: A Multi-Linguistic Auto-Generated Benchmark for Evaluating Large Language Models on Resume Parsing
EMNLP 2025
Beyond IID: Optimizing Instruction Finetuning from the Perspective of Instruction Interaction and Dependency
AAAI 2025
Beyond Linear Steering: Unified Multi-Attribute Control for Language Models
EMNLP 2025
Beyond Literal Token Overlap: Token Alignability for Multilinguality
NAACL 2025
Beyond Logit Lens: Contextual Embeddings for Robust Hallucination Detection & Grounding in VLMs
NAACL 2025
Beyond Memorization: Assessing Semantic Generalization in Large Language Models Using Phrasal Constructions
IJCNLP 2025
Beyond Metrics: Evaluating LLMs Effectiveness in Culturally Nuanced, Low-Resource Real-World Scenarios
ACL 2025
Beyond Monolingual Limits: Fine-Tuning Monolingual ASR for Yoruba-English Code-Switching
NAACL 2025
Beyond N-Grams: Rethinking Evaluation Metrics and Strategies for Multilingual Abstractive Summarization
ACL 2025
Beyond Online Sampling: Bridging Offline-to-Online Alignment via Dynamic Data Transformation for LLMs
EMNLP 2025
Beyond Prompt Engineering: A Reinforced Token-Level Input Refinement for Large Language Models
AAAI 2025
Beyond Prompting: An Efficient Embedding Framework for Open-Domain Question Answering
ACL 2025
Beyond Self-Reports: Multi-Observer Agents for Personality Assessment in Large Language Models
EMNLP 2025
Beyond Semantic Entropy: Boosting LLM Uncertainty Quantification with Pairwise Semantic Similarity
ACL 2025