| G-Retriever: Retrieval-Augmented Generation for Textual Graph Understanding and Question Answering | Feb 12, 2024 | Common Sense ReasoningGraph Classification | CodeCode Available | 4 | 5 |
| GNN-RAG: Graph Neural Retrieval for Large Language Model Reasoning | May 30, 2024 | Graph Question AnsweringKnowledge Graphs | CodeCode Available | 3 | 5 |
| Generate-on-Graph: Treat LLM as both Agent and KG in Incomplete Knowledge Graph Question Answering | Apr 23, 2024 | Graph Question AnsweringHallucination | CodeCode Available | 2 | 5 |
| TAGLAS: An atlas of text-attributed graph datasets in the era of large graph and language models | Jun 20, 2024 | Graph Question AnsweringNode Classification | CodeCode Available | 2 | 5 |
| GraphTranslator: Aligning Graph Model to Large Language Model for Open-ended Tasks | Feb 11, 2024 | Graph Question AnsweringInstruction Following | CodeCode Available | 2 | 5 |
| Would You Ask it that Way? Measuring and Improving Question Naturalness for Knowledge Graph Question Answering | May 25, 2022 | Graph Question AnsweringNatural Questions | CodeCode Available | 1 | 5 |
| CoTKR: Chain-of-Thought Enhanced Knowledge Rewriting for Complex Knowledge Graph Question Answering | Sep 29, 2024 | Graph Question AnsweringQuestion Answering | CodeCode Available | 1 | 5 |
| CR-LT-KGQA: A Knowledge Graph Question Answering Dataset Requiring Commonsense Reasoning and Long-Tail Knowledge | Mar 3, 2024 | Claim VerificationGraph Question Answering | CodeCode Available | 1 | 5 |
| Debate on Graph: a Flexible and Reliable Reasoning Framework for Large Language Models | Sep 5, 2024 | Answer GenerationGraph Question Answering | CodeCode Available | 1 | 5 |
| GraghVQA: Language-Guided Graph Neural Networks for Graph-based Visual Question Answering | Apr 20, 2021 | Graph Neural NetworkGraph Question Answering | CodeCode Available | 1 | 5 |
| Harnessing Large Language Models for Knowledge Graph Question Answering via Adaptive Multi-Aspect Retrieval-Augmentation | Dec 24, 2024 | Graph Question AnsweringHallucination | CodeCode Available | 1 | 5 |
| Improving Embedded Knowledge Graph Multi-hop Question Answering by introducing Relational Chain Reasoning | Oct 25, 2021 | Graph Question AnsweringImplicit Relations | CodeCode Available | 1 | 5 |
| Knowledge Graph Question Answering Leaderboard: A Community Resource to Prevent a Replication Crisis | Jan 20, 2022 | Graph Question AnsweringQuestion Answering | CodeCode Available | 1 | 5 |
| Knowledge Graph Question Answering Datasets and Their Generalizability: Are They Enough for Future Research? | May 13, 2022 | Graph Question AnsweringKnowledge Graphs | CodeCode Available | 1 | 5 |
| Knowledge Graph Question Answering using Graph-Pattern Isomorphism | Mar 11, 2021 | Domain AdaptationGraph Question Answering | CodeCode Available | 1 | 5 |
| LinkQ: An LLM-Assisted Visual Interface for Knowledge Graph Question-Answering | Jun 7, 2024 | Graph Question AnsweringLanguage Modeling | CodeCode Available | 1 | 5 |
| μKG: A Library for Multi-source Knowledge Graph Embeddings and Applications | Jul 23, 2022 | Entity AlignmentEntity Typing | CodeCode Available | 1 | 5 |
| NuTrea: Neural Tree Search for Context-guided Multi-hop KGQA | Oct 24, 2023 | Graph Question AnsweringProper Noun | CodeCode Available | 1 | 5 |
| QALD-9-plus: A Multilingual Dataset for Question Answering over DBpedia and Wikidata Translated by Native Speakers | Jan 31, 2022 | Graph Question AnsweringQuestion Answering | CodeCode Available | 1 | 5 |
| Question-guided Knowledge Graph Re-scoring and Injection for Knowledge Graph Question Answering | Oct 2, 2024 | Graph Question AnsweringQuestion Answering | CodeCode Available | 1 | 5 |
| ReaRev: Adaptive Reasoning for Question Answering over Knowledge Graphs | Oct 24, 2022 | Graph Question AnsweringKnowledge Graphs | CodeCode Available | 1 | 5 |
| Retrieve-Rewrite-Answer: A KG-to-Text Enhanced LLMs Framework for Knowledge Graph Question Answering | Sep 20, 2023 | Graph Question AnsweringLanguage Modeling | CodeCode Available | 1 | 5 |
| SPARQL as a Foreign Language | Aug 25, 2017 | Graph Question AnsweringKnowledge Base Question Answering | CodeCode Available | 1 | 5 |
| Spider4SPARQL: A Complex Benchmark for Evaluating Knowledge Graph Question Answering Systems | Sep 28, 2023 | Graph Question AnsweringKnowledge Graphs | CodeCode Available | 1 | 5 |
| TempoQR: Temporal Question Reasoning over Knowledge Graphs | Dec 10, 2021 | Entity EmbeddingsGraph Question Answering | CodeCode Available | 1 | 5 |
| Temporal knowledge graph question answering via subgraph reasoning | May 30, 2022 | Graph Question AnsweringKnowledge Graphs | CodeCode Available | 1 | 5 |
| NLQxform: A Language Model-based Question to SPARQL Transformer | Nov 8, 2023 | Graph Question AnsweringKnowledge Graphs | CodeCode Available | 0 | 5 |
| NOAHQA: Numerical Reasoning with Interpretable Graph Question Answering Dataset | Sep 22, 2021 | Graph Question AnsweringQuestion Answering | CodeCode Available | 0 | 5 |
| Leveraging LLMs in Scholarly Knowledge Graph Question Answering | Nov 16, 2023 | Graph Question AnsweringLanguage Modeling | CodeCode Available | 0 | 5 |
| Ontology-Guided, Hybrid Prompt Learning for Generalization in Knowledge Graph Question Answering | Feb 6, 2025 | Graph Question AnsweringKnowledge Graphs | CodeCode Available | 0 | 5 |
| RoToR: Towards More Reliable Responses for Order-Invariant Inputs | Feb 10, 2025 | Graph Question AnsweringMMLU | CodeCode Available | 0 | 5 |
| PSYCHIC: A Neuro-Symbolic Framework for Knowledge Graph Question-Answering Grounding | Oct 19, 2023 | Entity LinkingGraph Question Answering | CodeCode Available | 0 | 5 |
| Enhancing SPARQL Generation by Triplet-order-sensitive Pre-training | Oct 8, 2024 | Graph Question AnsweringLanguage Modeling | CodeCode Available | 0 | 5 |
| Konstruktor: A Strong Baseline for Simple Knowledge Graph Question Answering | Sep 24, 2024 | Entity LinkingGraph Question Answering | CodeCode Available | 0 | 5 |
| Q-NL Verifier: Leveraging Synthetic Data for Robust Knowledge Graph Question Answering | Mar 3, 2025 | Graph Question AnsweringQuestion Answering | CodeCode Available | 0 | 5 |
| BioKGBench: A Knowledge Graph Checking Benchmark of AI Agent for Biomedical Science | Jun 29, 2024 | AI AgentClaim Verification | CodeCode Available | 0 | 5 |
| GETT-QA: Graph Embedding based T2T Transformer for Knowledge Graph Question Answering | Mar 23, 2023 | Graph EmbeddingGraph Question Answering | CodeCode Available | 0 | 5 |
| MST5 -- Multilingual Question Answering over Knowledge Graphs | Jul 8, 2024 | DiversityGraph Question Answering | CodeCode Available | 0 | 5 |
| The Role of Output Vocabulary in T2T LMs for SPARQL Semantic Parsing | May 24, 2023 | Graph Question AnsweringQuestion Answering | CodeCode Available | 0 | 5 |
| Learning Action-Effect Dynamics for Hypothetical Vision-Language Reasoning Task | Dec 7, 2022 | DecoderGraph Question Answering | CodeCode Available | 0 | 5 |
| Learning Efficient and Generalizable Graph Retriever for Knowledge-Graph Question Answering | Jun 11, 2025 | Graph Question AnsweringKnowledge Graphs | CodeCode Available | 0 | 5 |
| Graph Learning in the Era of LLMs: A Survey from the Perspective of Data, Models, and Tasks | Dec 17, 2024 | Domain GeneralizationGraph Learning | CodeCode Available | 0 | 5 |
| An Empirical Study of Pre-trained Language Models in Simple Knowledge Graph Question Answering | Mar 18, 2023 | Graph Question AnsweringKnowledge Distillation | CodeCode Available | 0 | 5 |
| NGQA: A Nutritional Graph Question Answering Benchmark for Personalized Health-aware Nutritional Reasoning | Dec 20, 2024 | Graph Question AnsweringNutrition | —Unverified | 0 | 0 |
| Visual Graph Question Answering with ASP and LLMs for Language Parsing | Feb 13, 2025 | Graph Question AnsweringOptical Character Recognition | —Unverified | 0 | 0 |
| Ontology-Guided Reverse Thinking Makes Large Language Models Stronger on Knowledge Graph Question Answering | Feb 17, 2025 | Graph Question AnsweringQuestion Answering | —Unverified | 0 | 0 |
| A Method for Multi-Hop Question Answering on Persian Knowledge Graph | Jan 18, 2025 | Graph Question AnsweringInformation Retrieval | —Unverified | 0 | 0 |
| CoLoTa: A Dataset for Entity-based Commonsense Reasoning over Long-Tail Knowledge | Apr 20, 2025 | Claim VerificationGraph Question Answering | —Unverified | 0 | 0 |
| Complex Factoid Question Answering with a Free-Text Knowledge Graph | Mar 23, 2021 | Graph Neural NetworkGraph Question Answering | —Unverified | 0 | 0 |
| Comprehensive Evaluation for a Large Scale Knowledge Graph Question Answering Service | Jan 28, 2025 | Graph Question AnsweringNatural Language Queries | —Unverified | 0 | 0 |
