SOTAVerified

Question Answering

Question answering can be segmented into domain-specific tasks like community question answering and knowledge-base question answering. Popular benchmark datasets for evaluation question answering systems include SQuAD, HotPotQA, bAbI, TriviaQA, WikiQA, and many others. Models for question answering are typically evaluated on metrics like EM and F1. Some recent top performing models are T5 and XLNet.

( Image credit: SQuAD )

Papers

Showing 89519000 of 10817 papers

TitleStatusHype
Graph-based Coherence Modeling For Assessing Readability0
Graph-based Heuristic Search for Module Selection Procedure in Neural Module Network0
Graph-Based Knowledge Integration for Question Answering over Dialogue0
Graph based Question Answering System0
Graph-Based Retriever Captures the Long Tail of Biomedical Knowledge0
Graph Based Semi-Supervised Learning Approach for Tamil POS tagging0
Graph Based Similarity Measures for Synonym Extraction from Parsed Text0
Graph-Based Tri-Attention Network for Answer Ranking in CQA0
GraphSOS: Graph Sampling and Order Selection to Help LLMs Understand Graphs Better0
Graph Collaborative Reasoning0
GraphEQA: Using 3D Semantic Scene Graphs for Real-time Embodied Question Answering0
Graph Guided Question Answer Generation for Procedural Question-Answering0
Graph Elicitation for Guiding Multi-Step Reasoning in Large Language Models0
Graph Neural Network Enhanced Retrieval for Question Answering of LLMs0
Graph Neural Networks in Vision-Language Image Understanding: A Survey0
Graphologue: Exploring Large Language Model Responses with Interactive Diagrams0
Graph Reasoning for Question Answering with Triplet Retrieval0
Bilinear Graph Networks for Visual Question Answering0
Graph Relation Transformer: Incorporating pairwise object features into the Transformer architecture0
Graph-Structured Representations for Visual Question Answering0
GraspCorrect: Robotic Grasp Correction via Vision-Language Model-Guided Feedback0
GraspCoT: Integrating Physical Property Reasoning for 6-DoF Grasping under Flexible Language Instructions0
GRASS: Unified Generation Model for Speech-to-Semantic Tasks0
GreaseLM: Graph REASoning Enhanced Language Models0
Greenback Bears and Fiscal Hawks: Finance is a Jungle and Text Embeddings Must Adapt0
Green Prompting0
Grid-LOGAT: Grid Based Local and Global Area Transcription for Video Question Answering0
Grid Search Hyperparameter Benchmarking of BERT, ALBERT, and LongFormer on DuoRC0
Griffon-G: Bridging Vision-Language and Vision-Centric Tasks via Large Multimodal Models0
GRILLBot: A multi-modal conversational agent for complex real-world tasks0
GRILL: Grounded Vision-language Pre-training via Aligning Text and Image Regions0
GripRank: Bridging the Gap between Retrieval and Generation via the Generative Knowledge Improved Passage Ranking0
Grounded Knowledge-Enhanced Medical VLP for Chest X-Ray0
Groundedness in Retrieval-augmented Long-form Generation: An Empirical Study0
Grounded Semantic Parsing for Complex Knowledge Extraction0
Grounded Semantic Role Labeling0
Grounded Word Sense Translation0
Ground Every Sentence: Improving Retrieval-Augmented LLMs with Interleaved Reference-Claim Generation0
Grounding Answers for Visual Questions Asked by Visually Impaired People0
Grounding Chest X-Ray Visual Question Answering with Generated Radiology Reports0
Grounding Complex Navigational Instructions Using Scene Graphs0
Grounding Large Language Models In Embodied Environment With Imperfect World Models0
Grounding LLM Reasoning with Knowledge Graphs0
Grounding Semantic Roles in Images0
Grounding Task Assistance with Multimodal Cues from a Single Demonstration0
Group Non-negative Matrix Factorization with Natural Categories for Question Retrieval in Community Question Answer Archives0
Grover's Algorithm for Question Answering0
Grow-and-Clip: Informative-yet-Concise Evidence Distillation for Answer Explanation0
Growing Multi-Domain Glossaries from a Few Seeds using Probabilistic Topic Models0
GRS-QA -- Graph Reasoning-Structured Question Answering Dataset0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1IE-Net (ensemble)EM90.94Unverified
2FPNet (ensemble)EM90.87Unverified
3IE-NetV2 (ensemble)EM90.86Unverified
4SA-Net on Albert (ensemble)EM90.72Unverified
5SA-Net-V2 (ensemble)EM90.68Unverified
6FPNet (ensemble)EM90.6Unverified
7Retro-Reader (ensemble)EM90.58Unverified
8EntitySpanFocusV2 (ensemble)EM90.52Unverified
9TransNets + SFVerifier + SFEnsembler (ensemble)EM90.49Unverified
10EntitySpanFocus+AT (ensemble)EM90.45Unverified