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Science Question Answering
태스크의 하위 분류와 논문·코드·평가·기법·데이터셋을 탐색하세요.
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Image credit: Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering
논문
이 태스크와 하위 분야의 관련 논문입니다. 실제 성능 비교는 평가 결과에서 확인하세요.
SciQAG: A Framework for Auto-Generated Science Question Answering Dataset with Fine-grained Evaluation
Video-LaVIT: Unified Video-Language Pre-training with Decoupled Visual-Motional Tokenization
Automated Answer Validation using Text Similarity
Honeybee: Locality-enhanced Projector for Multimodal LLM
Boosting the Power of Small Multimodal Reasoning Models to Match Larger Models with Self-Consistency Training
ATLANTIC: Structure-Aware Retrieval-Augmented Language Model for Interdisciplinary Science
Chat-UniVi: Unified Visual Representation Empowers Large Language Models with Image and Video Understanding
A Survey on Interpretable Cross-modal Reasoning
Towards CausalGPT: A Multi-Agent Approach for Faithful Knowledge Reasoning via Promoting Causal Consistency in LLMs
Cheap and Quick: Efficient Vision-Language Instruction Tuning for Large Language Models
T-SciQ: Teaching Multimodal Chain-of-Thought Reasoning via Mixed Large Language Model Signals for Science Question Answering
Multimodal Chain-of-Thought Reasoning in Language Models
Two is Better than Many? Binary Classification as an Effective Approach to Multi-Choice Question Answering
Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering
Ranking Facts for Explaining Answers to Elementary Science Questions
Exploiting Reasoning Chains for Multi-hop Science Question Answering
Dynamic Semantic Graph Construction and Reasoning for Explainable Multi-hop Science Question Answering
Encoding Explanatory Knowledge for Zero-shot Science Question Answering
ExplanationLP: Abductive Reasoning for Explainable Science Question Answering
Unification-based Reconstruction of Multi-hop Explanations for Science Questions
Multi-hop Inference for Sentence-level TextGraphs: How Challenging is Meaningfully Combining Information for Science Question Answering?
Science Question Answering using Instructional Materials
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