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Knowledge & Reasoning

3,940 papers (1 classified directly here)

Subtopics

Reasoning (2,428) Representation (1,906)

Papers per year

17
13
418
543
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'25

Papers (including subtopics)

Can LLMs Evaluate Complex Attribution in QA? Automatic Benchmarking using Knowledge Graphs ACL 2025
LLM×MapReduce-V3: Enabling Interactive In-Depth Survey Generation through a MCP-Driven Hierarchically Modular Agent System EMNLP 2025
Resolution-Alignment-Completion of Tabular Electronic Health Records via Meta-Path Generative Sampling ACL 2025
Memory-augmented Query Reconstruction for LLM-based Knowledge Graph Reasoning ACL 2025
RuleArena: A Benchmark for Rule-Guided Reasoning with LLMs in Real-World Scenarios ACL 2025
Generating Domain-Specific Knowledge Graphs from Large Language Models ACL 2025
Unmasking Style Sensitivity: A Causal Analysis of Bias Evaluation Instability in Large Language Models ACL 2025
Open-World Planning via Lifted Regression with LLM-Inferred Affordances for Embodied Agents ACL 2025
Reliable and Cost-Effective Exploratory Data Analysis via Graph-Guided RAG EMNLP 2025
Gold-medalist Performance in Solving Olympiad Geometry with AlphaGeometry2 JMLR 2025
Formal Synthesis of Barrier Certificates Using Fourier Kolmogorov-Arnold Network AAAI 2025
InductionBench: LLMs Fail in the Simplest Complexity Class ACL 2025
SPOT: Zero-Shot Semantic Parsing Over Property Graphs ACL 2025
An Algebraic Notion of Conditional Independence, and Its Application to Knowledge Representation AAAI 2025
Shield Synthesis for LTL Modulo Theories AAAI 2025
Hierarchy Knowledge Graph for Parameter-Efficient Entity Embedding IJCAI 2025
SLiNT: Structure-aware Language Model with Injection and Contrastive Training for Knowledge Graph Completion EMNLP 2025
Multilingual Knowledge Graph Completion via Efficient Multilingual Knowledge Sharing EMNLP 2025
GRAG: Graph Retrieval-Augmented Generation NAACL 2025
Modeling Complex Semantics Relation with Contrastively Fine-Tuned Relational Encoders ACL 2025
Enhancing Future Link Prediction in Quantum Computing Semantic Networks through LLM-Initiated Node Features COLING 2025
Assessing the Reasoning Capabilities of LLMs in the context of Evidence-based Claim Verification ACL 2025
APKGC: Noise-enhanced Multi-Modal Knowledge Graph Completion with Attention Penalty AAAI 2025
Taming the Untamed: Graph-Based Knowledge Retrieval and Reasoning for MLLMs to Conquer the Unknown ICCV 2025
A Domain-Independent Agent Architecture for Adaptive Operation in Evolving Open Worlds AAAI 2025