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

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Showing 8951–9000 of 10817 papers

TitleStatusHype
Graph-based Coherence Modeling For Assessing Readability—0
Graph-based Heuristic Search for Module Selection Procedure in Neural Module Network—0
Graph-Based Knowledge Integration for Question Answering over Dialogue—0
Graph based Question Answering System—0
Graph-Based Retriever Captures the Long Tail of Biomedical Knowledge—0
Graph Based Semi-Supervised Learning Approach for Tamil POS tagging—0
Graph Based Similarity Measures for Synonym Extraction from Parsed Text—0
Graph-Based Tri-Attention Network for Answer Ranking in CQA—0
GraphSOS: Graph Sampling and Order Selection to Help LLMs Understand Graphs Better—0
Graph Collaborative Reasoning—0
GraphEQA: Using 3D Semantic Scene Graphs for Real-time Embodied Question Answering—0
Graph Guided Question Answer Generation for Procedural Question-Answering—0
Graph Elicitation for Guiding Multi-Step Reasoning in Large Language Models—0
Graph Neural Network Enhanced Retrieval for Question Answering of LLMs—0
Graph Neural Networks in Vision-Language Image Understanding: A Survey—0
Graphologue: Exploring Large Language Model Responses with Interactive Diagrams—0
Graph Reasoning for Question Answering with Triplet Retrieval—0
Bilinear Graph Networks for Visual Question Answering—0
Graph Relation Transformer: Incorporating pairwise object features into the Transformer architecture—0
Graph-Structured Representations for Visual Question Answering—0
GraspCorrect: Robotic Grasp Correction via Vision-Language Model-Guided Feedback—0
GraspCoT: Integrating Physical Property Reasoning for 6-DoF Grasping under Flexible Language Instructions—0
GRASS: Unified Generation Model for Speech-to-Semantic Tasks—0
GreaseLM: Graph REASoning Enhanced Language Models—0
Greenback Bears and Fiscal Hawks: Finance is a Jungle and Text Embeddings Must Adapt—0
Green Prompting—0
Grid-LOGAT: Grid Based Local and Global Area Transcription for Video Question Answering—0
Grid Search Hyperparameter Benchmarking of BERT, ALBERT, and LongFormer on DuoRC—0
Griffon-G: Bridging Vision-Language and Vision-Centric Tasks via Large Multimodal Models—0
GRILLBot: A multi-modal conversational agent for complex real-world tasks—0
GRILL: Grounded Vision-language Pre-training via Aligning Text and Image Regions—0
GripRank: Bridging the Gap between Retrieval and Generation via the Generative Knowledge Improved Passage Ranking—0
Grounded Knowledge-Enhanced Medical VLP for Chest X-Ray—0
Groundedness in Retrieval-augmented Long-form Generation: An Empirical Study—0
Grounded Semantic Parsing for Complex Knowledge Extraction—0
Grounded Semantic Role Labeling—0
Grounded Word Sense Translation—0
Ground Every Sentence: Improving Retrieval-Augmented LLMs with Interleaved Reference-Claim Generation—0
Grounding Answers for Visual Questions Asked by Visually Impaired People—0
Grounding Chest X-Ray Visual Question Answering with Generated Radiology Reports—0
Grounding Complex Navigational Instructions Using Scene Graphs—0
Grounding Large Language Models In Embodied Environment With Imperfect World Models—0
Grounding LLM Reasoning with Knowledge Graphs—0
Grounding Semantic Roles in Images—0
Grounding Task Assistance with Multimodal Cues from a Single Demonstration—0
Group Non-negative Matrix Factorization with Natural Categories for Question Retrieval in Community Question Answer Archives—0
Grover's Algorithm for Question Answering—0
Grow-and-Clip: Informative-yet-Concise Evidence Distillation for Answer Explanation—0
Growing Multi-Domain Glossaries from a Few Seeds using Probabilistic Topic Models—0
GRS-QA -- Graph Reasoning-Structured Question Answering Dataset—0
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All datasetsSQuAD2.0SQuAD1.1HotpotQAPIQABoolQCOPATriviaQASQuAD1.1 devNatural QuestionsOpenBookQATruthfulQAMultiRC

Benchmark Results

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