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Theory

4950 directly classified papers

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Papers

ReEvalMed: Rethinking Medical Report Evaluation by Aligning Metrics with Real-World Clinical Judgment EMNLP 2025
SPECS: Specificity-Enhanced CLIP-Score for Long Image Caption Evaluation EMNLP 2025
A statistical perspective on algorithm unrolling models for inverse problems JMLR 2025
Benchmarking Large Language Models Under Data Contamination: A Survey from Static to Dynamic Evaluation EMNLP 2025
Analyzing Uncertainty of LLM-as-a-Judge: Interval Evaluations with Conformal Prediction EMNLP 2025
Can LLMs Reason Abstractly Over Math Word Problems Without CoT? Disentangling Abstract Formulation From Arithmetic Computation EMNLP 2025
Two-Timescale Critic-Actor for Average Reward MDPs with Function Approximation AAAI 2025
Evaluation of Generated Poetry IJCNLP 2025
AssoCiAm: A Benchmark for Evaluating Association Thinking while Circumventing Ambiguity EMNLP 2025
RCScore: Quantifying Response Consistency in Large Language Models EMNLP 2025
Exploring Topological Properties in Artificial Neural Networks AAAI 2025
When Audio and Text Disagree: Revealing Text Bias in Large Audio-Language Models EMNLP 2025
From Stories to Statistics: Methodological Biases in LLM-Based Narrative Flow Quantification CONLL 2025
OmniEval: An Omnidirectional and Automatic RAG Evaluation Benchmark in Financial Domain EMNLP 2025
EditBoard: Towards a Comprehensive Evaluation Benchmark for Text-Based Video Editing Models AAAI 2025
A Generalizable Anomaly Detection Method in Dynamic Graphs AAAI 2025
A Renormalization Group Framework for Scale-Invariant Feature Learning in Deep Neural Networks (Student Abstract) AAAI 2025
A Formal Analysis of Chain-of-Thought Prompting via Turing Reductions AACL 2025
Linear Equations with Min and Max Operators: Computational Complexity AAAI 2025
DMDTEval: An Evaluation and Analysis of LLMs on Disambiguation in Multi-domain Translation EMNLP 2025
Structured IB: Improving Information Bottleneck with Structured Feature Learning AAAI 2025
A Modal Logic of Optimality (Student Abstract) AAAI 2025
ASAudio: A Survey of Advanced Spatial Audio Research AACL 2025
Dynamic Epistemic Friction in Dialogue CONLL 2025
Expressive Power of Temporal Message Passing AAAI 2025