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Methodology
← Resources & Methods
Natural Language Processing
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Resources & Methods
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Large Language Models
9067 directly classified papers
Papers per year
2010: 1
2013: 1
2017: 1
2018: 14
2019: 129
2020: 336
2021: 463
2022: 582
2023: 1165
2024: 2492
2025: 3325
2026: 558
Papers
How Is LLM Reasoning Distracted by Irrelevant Context? An Analysis Using a Controlled Benchmark
EMNLP 2025
Masking in Multi-hop QA: An Analysis of How Language Models Perform with Context Permutation
ACL 2025
Faithful and Robust LLM-Driven Theorem Proving for NLI Explanations
ACL 2025
LLM Based Efficient CSR Summarization using Structured Fact Extraction and Feedback
NAACL 2025
It’s Not Bragging If You Can Back It Up: Can LLMs Understand Braggings?
ACL 2025
SCOP: Evaluating the Comprehension Process of Large Language Models from a Cognitive View
ACL 2025
LLM Alignment for the Arabs: A Homogenous Culture or Diverse Ones
NAACL 2025
CARE: A Disagreement Detection Framework with Concept Alignment and Reasoning Enhancement
EMNLP 2025
R-PRM: Reasoning-Driven Process Reward Modeling
EMNLP 2025
Can You Really Trust Code Copilot? Evaluating Large Language Models from a Code Security Perspective
ACL 2025
Enhancing Open-Domain Task-Solving Capability of LLMs via Autonomous Tool Integration from GitHub
ACL 2025
Harnessing NLP for Indigenous Language Education: Fine-Tuning Large Language Models for Sentence Transformation
NAACL 2025
Improving Chain-of-Thought Reasoning via Quasi-Symbolic Abstractions
ACL 2025
Decoding by Contrasting Knowledge: Enhancing Large Language Model Confidence on Edited Facts
ACL 2025
Leveraging Large Language Models for Spanish-Indigenous Language Machine Translation at AmericasNLP 2025
NAACL 2025
DeepResonance: Enhancing Multimodal Music Understanding via Music-centric Multi-way Instruction Tuning
EMNLP 2025
Do not Abstain! Identify and Solve the Uncertainty
ACL 2025
Mis-prompt: Benchmarking Large Language Models for Proactive Error Handling
ACL 2025
Preliminary Evaluation of an Open-Source LLM for Lay Translation of German Clinical Documents
NAACL 2025
Global Eye: Breaking the “Fixed Thinking Pattern” during the Instruction Expansion Process
ACL 2025
Length Controlled Generation for Black-box LLMs
ACL 2025
Findings of the AmericasNLP 2025 Shared Tasks on Machine Translation, Creation of Educational Material, and Translation Metrics for Indigenous Languages of the Americas
NAACL 2025
Facilitating Long Context Understanding via Supervised Chain-of-Thought Reasoning
EMNLP 2025
From A and B to A+B: Can Large Language Models Solve Compositional Math Problems?
EMNLP 2025
Do Large Language Models Truly Grasp Addition? A Rule-Focused Diagnostic Using Two-Integer Arithmetic
EMNLP 2025
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