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Foundation Models

4845 directly classified papers

Papers per year

Papers

Automating Intervention Discovery from Scientific Literature: A Progressive Ontology Prompting and Dual-LLM Framework IJCAI 2025

BOSE: A Systematic Evaluation Method Optimized for Base Models ACL 2025

ConText-LE: Cross-Distribution Generalization for Longitudinal Experiential Data via Narrative-Based LLM Representations EMNLP 2025

Confidence Improves Self-Consistency in LLMs ACL 2025

Mat-Instructions: A Large-Scale Inorganic Material Instruction Dataset for Large Language Models IJCAI 2025

REPRO-Bench: Can Agentic AI Systems Assess the Reproducibility of Social Science Research? ACL 2025

Not All Options Are Created Equal: Textual Option Weighting for Token-Efficient LLM-Based Knowledge Tracing EMNLP 2025

Improving AI assistants embedded in short e-learning courses with limited textual content ACL 2025

A Survey on the Feedback Mechanism of LLM-based AI Agents IJCAI 2025

Shared Task at Biolaysumm2025 : Extract then summarize approach Augmented with UMLS based Definition Retrieval for Lay Summary generation. ACL 2025

DrKGC: Dynamic Subgraph Retrieval-Augmented LLMs for Knowledge Graph Completion across General and Biomedical Domains EMNLP 2025

CoKe: Customizable Fine-Grained Story Evaluation via Chain-of-Keyword Rationalization ACL 2025

Neuro-Symbolic Artificial Intelligence: Towards Improving the Reasoning Abilities of Large Language Models IJCAI 2025

Reasoning or Memorization? Investigating LLMs’ Capability in Restoring Chinese Internet Homophones ACL 2025

Dissecting Logical Reasoning in LLMs: A Fine-Grained Evaluation and Supervision Study EMNLP 2025

HelpSteer3: Human-Annotated Feedback and Edit Data to Empower Inference-Time Scaling in Open-Ended General-Domain Tasks ACL 2025

Federated Low-Rank Adaptation for Foundation Models: A Survey IJCAI 2025

BIG-Bench Extra Hard ACL 2025

Biology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Models EMNLP 2025

Breaking the Reasoning Barrier A Survey on LLM Complex Reasoning through the Lens of Self-Evolution ACL 2025

Connector-S: A Survey of Connectors in Multi-modal Large Language Models IJCAI 2025

TableLLM: Enabling Tabular Data Manipulation by LLMs in Real Office Usage Scenarios ACL 2025

Demystify Verbosity Compensation Behavior of Large Language Models EMNLP 2025

Generating Domain-Specific Knowledge Graphs from Large Language Models ACL 2025

Scaling Capability in Token Space: An Analysis of Large Vision Language Model JMLR 2025