Foundation Models

Bias Beware: The Impact of Cognitive Biases on LLM-Driven Product Recommendations EMNLP 2025 BIG-Bench Extra Hard ACL 2025 BioDiscoveryAgent: An AI Agent for Designing Genetic Perturbation Experiments ICLR 2025 BioHopR: A Benchmark for Multi-Hop, Multi-Answer Reasoning in Biomedical Domain ACL 2025 Biology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Models EMNLP 2025 BLADE: Enhancing Black-Box Large Language Models with Small Domain-Specific Models AAAI 2025 Block Circulant Adapter for Large Language Models IJCAI 2025 BloomWise: Enhancing Problem-Solving capabilities of Large Language Models using Bloom’s-Taxonomy-Inspired Prompts EMNLP 2025 BMIP: Bi-directional Modality Interaction Prompt Learning for VLM IJCAI 2025 Boltzmann Semantic Score: A Semantic Metric for Evaluating Large Vision Models Using Large Language Models ICLR 2025 Boosting LLM’s Molecular Structure Elucidation with Knowledge Enhanced Tree Search Reasoning ACL 2025 Boosting Segment Anything Model Towards Open-Vocabulary Learning AAAI 2025 Boosting Vision State Space Model with Fractal Scanning AAAI 2025 Boosting Vulnerability Detection of LLMs via Curriculum Preference Optimization with Synthetic Reasoning Data ACL 2025 Bootstrapping Heterogeneous Graph Representation Learning via Large Language Models: A Generalized Approach AAAI 2025 Bootstrapping Language Models with DPO Implicit Rewards ICLR 2025 BOSE: A Systematic Evaluation Method Optimized for Base Models ACL 2025 BPO: Towards Balanced Preference Optimization between Knowledge Breadth and Depth in Alignment NAACL 2025 Breaking the Reasoning Barrier A Survey on LLM Complex Reasoning through the Lens of Self-Evolution ACL 2025 Breaking the Self-Evaluation Barrier: Reinforced Neuro-Symbolic Planning with Large Language Models IJCAI 2025 Breaking the Transcription Bottleneck: Fine-tuning ASR Models for Extremely Low-Resource Fieldwork Languages ACL 2025 Bridging and Modeling Correlations in Pairwise Data for Direct Preference Optimization ICLR 2025 Bridging Dialectal Gaps in Arabic Medical LLMs through Model Merging EMNLP 2025 Bridging Molecular Graphs and Large Language Models AAAI 2025 Bridging Sequence-Structure Alignment in RNA Foundation Models AAAI 2025