Foundation Models

SYNTHIA: Novel Concept Design with Affordance Composition ACL 2025 SysBench: Can LLMs Follow System Message? ICLR 2025 Systematic Evaluation of Auto-Encoding and Large Language Model Representations for Capturing Author States and Traits ACL 2025 T2: An Adaptive Test-Time Scaling Strategy for Contextual Question Answering EMNLP 2025 T2R-BENCH: A Benchmark for Real World Table-to-Report Task EMNLP 2025 TabICL: A Tabular Foundation Model for In-Context Learning on Large Data ICML 2025 TableDreamer: Progressive and Weakness-guided Data Synthesis from Scratch for Table Instruction Tuning ACL 2025 TableLLM: Enabling Tabular Data Manipulation by LLMs in Real Office Usage Scenarios ACL 2025 TablePilot: Recommending Human-Preferred Tabular Data Analysis with Large Language Models ACL 2025 Tables as Thought: Exploring Structured Thoughts in LLM Reasoning ACL 2025 Table Understanding and (Multimodal) LLMs: A Cross-Domain Case Study on Scientific vs. Non-Scientific Data ACL 2025 TADFormer: Task-Adaptive Dynamic TransFormer for Efficient Multi-Task Learning CVPR 2025 TafBERTa: Learning Grammatical Rules from Small-Scale Language Acquisition Data in Hebrew EMNLP 2025 Tales of Morality: Comparing Human- and LLM-Generated Moral Stories from Visual Cues EMNLP 2025 Taming LLMs with Gradient Grouping ACL 2025 Taming the Real-world Complexities in CPT E/M Coding with Large Language Models EMNLP 2025 Targeted Forgetting of Image Subgroups in CLIP Models CVPR 2025 Tartan IMU: A Light Foundation Model for Inertial Positioning in Robotics CVPR 2025 TASER: Translation Assessment via Systematic Evaluation and Reasoning EMNLP 2025 Task-aware Cross-modal Feature Refinement Transformer with Large Language Models for Visual Grounding CVPR 2025 TaxoAlign: Scholarly Taxonomy Generation Using Language Models EMNLP 2025 Taxonomy of Comprehensive Safety for Clinical Agents EMNLP 2025 TC-LLaVA: Rethinking the Transfer of LLava from Image to Video Understanding with Temporal Considerations AAAI 2025 TCP: a Benchmark for Temporal Constraint-Based Planning EMNLP 2025 TC–RAG: Turing–Complete RAG’s Case study on Medical LLM Systems ACL 2025