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Foundation Models

4845 directly classified papers

Papers per year

Papers

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

SATER: A Self-Aware and Token-Efficient Approach to Routing and Cascading EMNLP 2025

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

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

When Long Helps Short: How Context Length in Supervised Fine-tuning Affects Behavior of Large Language Models EMNLP 2025

On the Role of Model Prior in Real-World Inductive Reasoning EMNLP 2025

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

ArchiDocGen: Multi-Agent Framework for Expository Document Generation in the Architectural Industry ACL 2025

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

AUTOSUMM: A Comprehensive Framework for LLM-Based Conversation Summarization ACL 2025

Logic-Regularized Verifier Elicits Reasoning from LLMs ACL 2025

Towards the Terminator Economy: Assessing Job Exposure to AI Through LLMs IJCAI 2025

DINT Transformer EMNLP 2025

Confidence Improves Self-Consistency in LLMs ACL 2025

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

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

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

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

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

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

BIG-Bench Extra Hard ACL 2025

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

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

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

Deliberate Reasoning in Language Models as Structure-Aware Planning with an Accurate World Model ACL 2025