| Multimodal Chain-of-Thought Reasoning in Language Models | Feb 2, 2023 | HallucinationLanguage Modelling | CodeCode Available | 4 | 5 |
| Video-LaVIT: Unified Video-Language Pre-training with Decoupled Visual-Motional Tokenization | Feb 5, 2024 | Science Question AnsweringText-to-Video Generation | CodeCode Available | 4 | 5 |
| Towards CausalGPT: A Multi-Agent Approach for Faithful Knowledge Reasoning via Promoting Causal Consistency in LLMs | Aug 23, 2023 | counterfactualQuestion Answering | CodeCode Available | 3 | 5 |
| Honeybee: Locality-enhanced Projector for Multimodal LLM | Dec 11, 2023 | MMEScience Question Answering | CodeCode Available | 2 | 5 |
| Chat-UniVi: Unified Visual Representation Empowers Large Language Models with Image and Video Understanding | Nov 14, 2023 | Image-based Generative Performance BenchmarkingLanguage Modeling | CodeCode Available | 2 | 5 |
| Cheap and Quick: Efficient Vision-Language Instruction Tuning for Large Language Models | May 24, 2023 | ChatbotNatural Language Understanding | CodeCode Available | 2 | 5 |
| Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering | Sep 20, 2022 | Multimodal Deep LearningMultimodal Reasoning | CodeCode Available | 2 | 5 |
| T-SciQ: Teaching Multimodal Chain-of-Thought Reasoning via Mixed Large Language Model Signals for Science Question Answering | May 5, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| SciQAG: A Framework for Auto-Generated Science Question Answering Dataset with Fine-grained Evaluation | May 16, 2024 | Open-Ended Question AnsweringQuestion Answering | CodeCode Available | 1 | 5 |
| Two is Better than Many? Binary Classification as an Effective Approach to Multi-Choice Question Answering | Oct 29, 2022 | Binary ClassificationQuestion Answering | CodeCode Available | 1 | 5 |
| Dynamic Semantic Graph Construction and Reasoning for Explainable Multi-hop Science Question Answering | May 25, 2021 | Abstract Meaning RepresentationARC | CodeCode Available | 1 | 5 |
| Boosting the Power of Small Multimodal Reasoning Models to Match Larger Models with Self-Consistency Training | Nov 23, 2023 | Multimodal ReasoningScience Question Answering | CodeCode Available | 1 | 5 |
| A Survey on Interpretable Cross-modal Reasoning | Sep 5, 2023 | Cross-Modal RetrievalDecision Making | CodeCode Available | 1 | 5 |
| Unification-based Reconstruction of Multi-hop Explanations for Science Questions | Mar 31, 2020 | ClusteringInformation Retrieval | CodeCode Available | 0 | 5 |
| Exploiting Reasoning Chains for Multi-hop Science Question Answering | Sep 7, 2021 | Abstract Meaning RepresentationARC | CodeCode Available | 0 | 5 |
| Ranking Facts for Explaining Answers to Elementary Science Questions | Oct 18, 2021 | Interpretable Machine LearningLearning-To-Rank | —Unverified | 0 | 0 |
| Science Question Answering using Instructional Materials | Feb 13, 2016 | Question AnsweringScience Question Answering | —Unverified | 0 | 0 |
| Automated Answer Validation using Text Similarity | Jan 13, 2024 | Information RetrievalMultiple-choice | —Unverified | 0 | 0 |
| ATLANTIC: Structure-Aware Retrieval-Augmented Language Model for Interdisciplinary Science | Nov 21, 2023 | Document ClassificationGraph Neural Network | —Unverified | 0 | 0 |
| Multi-hop Inference for Sentence-level TextGraphs: How Challenging is Meaningfully Combining Information for Science Question Answering? | May 29, 2018 | graph constructionKnowledge Graphs | —Unverified | 0 | 0 |
| BioRAG: A RAG-LLM Framework for Biological Question Reasoning | Aug 2, 2024 | Information RetrievalQuestion Answering | —Unverified | 0 | 0 |
| ExplanationLP: Abductive Reasoning for Explainable Science Question Answering | Oct 25, 2020 | Answer SelectionARC | —Unverified | 0 | 0 |
| Encoding Explanatory Knowledge for Zero-shot Science Question Answering | May 12, 2021 | Question AnsweringScience Question Answering | —Unverified | 0 | 0 |
