Theory

Benchmarking for Domain-Specific LLMs: A Case Study on Academia and Beyond EMNLP 2025 Benchmarking Hindi LLMs: A New Suite of Datasets and a Comparative Analysis AACL 2025 Benchmarking Language Model Creativity: A Case Study on Code Generation NAACL 2025 Benchmarking Large Language Models Under Data Contamination: A Survey from Static to Dynamic Evaluation EMNLP 2025 Benchmarking Object Detectors under Real-World Distribution Shifts in Satellite Imagery CVPR 2025 Benchmarking the Benchmarks: Reproducing Climate-Related NLP Tasks ACL 2025 Benchmark Profiling: Mechanistic Diagnosis of LLM Benchmarks EMNLP 2025 Beyond Losses Reweighting: Empowering Multi-Task Learning via the Generalization Perspective ICCV 2025 Beyond Model Collapse: Scaling Up with Synthesized Data Requires Verification ICLR 2025 Beyond Surface-Level Patterns: An Essence-Driven Defense Framework Against Jailbreak Attacks in LLMs ACL 2025 Bias-variance decompositions: the exclusive privilege of Bregman divergences JMLR 2025 Big Escape Benchmark: Evaluating Human-Like Reasoning in Language Models via Real-World Escape Room Challenges ACL 2025 Bilinear MLPs enable weight-based mechanistic interpretability ICLR 2025 Biological Sequence Kernels with Guaranteed Flexibility JMLR 2025 Bounds on L_p Errors in Density Ratio Estimation via f-Divergence Loss Functions ICLR 2025 Bridging the Theoretical Gap in Randomized Smoothing AISTATS 2025 Bundle Neural Network for message diffusion on graphs ICLR 2025 Calibration Across Layers: Understanding Calibration Evolution in LLMs EMNLP 2025 CAM-Based Methods Can See through Walls (Extended Abstract) IJCAI 2025 Camera Resection from Known Line Pencils and a Radially Distorted Scanline CVPR 2025 CanFields: Consolidating Diffeomorphic Flows for Non-Rigid 4D Interpolation from Arbitrary-Length Sequences ICCV 2025 Can Large Language Models Derive High-Level Cognition from Low-Level and Fragmented Foundational Information? AAAI 2025 Can LLMs Obfuscate Code? A Systematic Analysis of Large Language Models into Assembly Code Obfuscation AAAI 2025 Can LLMs Reason Abstractly Over Math Word Problems Without CoT? Disentangling Abstract Formulation From Arithmetic Computation EMNLP 2025 CAP: A General Algorithm for Online Selective Conformal Prediction with FCR Control JMLR 2025