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Theory

4950 directly classified papers

Papers per year

Papers

ProxAnn: Use-Oriented Evaluations of Topic Models and Document Clustering ACL 2025
EvolveBench: A Comprehensive Benchmark for Assessing Temporal Awareness in LLMs on Evolving Knowledge ACL 2025
LIFBench: Evaluating the Instruction Following Performance and Stability of Large Language Models in Long-Context Scenarios ACL 2025
The Role of Deductive and Inductive Reasoning in Large Language Models ACL 2025
ACT: Knowledgeable Agents to Design and Perform Complex Tasks ACL 2025
Logical forms complement probability in understanding language model (and human) performance ACL 2025
Exposing the Achilles’ Heel: Evaluating LLMs Ability to Handle Mistakes in Mathematical Reasoning ACL 2025
A Theory of Response Sampling in LLMs: Part Descriptive and Part Prescriptive ACL 2025
LLM-based Rumor Detection via Influence Guided Sample Selection and Game-based Perspective Analysis ACL 2025
Behavioural vs. Representational Systematicity in End-to-End Models: An Opinionated Survey ACL 2025
Statistical inference on black-box generative models in the data kernel perspective space ACL 2025
FADE: Why Bad Descriptions Happen to Good Features ACL 2025
Something’s Fishy in the Data Lake: A Critical Re-evaluation of Table Union Search Benchmarks ACL 2025
An Analysis of Datasets, Metrics and Models in Keyphrase Generation ACL 2025
ReproHum #0669-08: Reproducing Sentiment Transfer Evaluation ACL 2025
Towards the Law of Capacity Gap in Distilling Language Models ACL 2025
Not quite Sherlock Holmes: Language model predictions do not reliably differentiate impossible from improbable events ACL 2025
Self-Improvement Towards Pareto Optimality: Mitigating Preference Conflicts in Multi-Objective Alignment ACL 2025
Reasoning is All You Need for Video Generalization: A Counterfactual Benchmark with Sub-question Evaluation ACL 2025
Unstable Grounds for Beautiful Trees? Testing the Robustness of Concept Translations in the Compilation of Multilingual Wordlists ACL 2025
FinanceReasoning: Benchmarking Financial Numerical Reasoning More Credible, Comprehensive and Challenging ACL 2025
Reasoning Circuits in Language Models: A Mechanistic Interpretation of Syllogistic Inference ACL 2025
Unique Hard Attention: A Tale of Two Sides ACL 2025
Theoretical Analysis of Hierarchical Language Recognition and Generation by Transformers without Positional Encoding ACL 2025
Efficient Environmental Claim Detection with Hyperbolic Graph Neural Networks AACL 2025