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 8901–8950 of 10817 papers

TitleStatusHype
GenSco: Can Question Decomposition based Passage Alignment improve Question Answering?—0
Geode: A Zero-shot Geospatial Question-Answering Agent with Explicit Reasoning and Precise Spatio-Temporal Retrieval—0
Geographic Question Answering: Challenges, Uniqueness, Classification, and Future Directions—0
Geometric Feature Enhanced Knowledge Graph Embedding and Spatial Reasoning—0
GeoPix: Multi-Modal Large Language Model for Pixel-level Image Understanding in Remote Sensing—0
GeoRAG: A Question-Answering Approach from a Geographical Perspective—0
GeoRSMLLM: A Multimodal Large Language Model for Vision-Language Tasks in Geoscience and Remote Sensing—0
German FinBERT: A German Pre-trained Language Model—0
GermanQuAD and GermanDPR: Improving Non-English Question Answering and Passage Retrieval—0
Get Large Language Models Ready to Speak: A Late-fusion Approach for Speech Generation—0
Get Your Model Puzzled: Introducing Crossword-Solving as a New NLP Benchmark—0
GigaPevt: Multimodal Medical Assistant—0
GiVE: Guiding Visual Encoder to Perceive Overlooked Information—0
Giving BERT a Calculator: Finding Operations and Arguments with Reading Comprehension—0
GLaM: Efficient Scaling of Language Models with Mixture-of-Experts—0
GLiNER multi-task: Generalist Lightweight Model for Various Information Extraction Tasks—0
Global Inference to Chinese Temporal Relation Extraction—0
Global Thread-Level Inference for Comment Classification in Community Question Answering—0
GLoMo: Unsupervised Learning of Transferable Relational Graphs—0
GlossBoot: Bootstrapping Multilingual Domain Glossaries from the Web—0
GLUECoS : An Evaluation Benchmark for Code-Switched NLP—0
GLUECoS: An Evaluation Benchmark for Code-Switched NLP—0
GMSA: Enhancing Context Compression via Group Merging and Layer Semantic Alignment—0
GNN is a Counter? Revisiting GNN for Question Answering—0
Goal-Oriented Multi-Task BERT-Based Dialogue State Tracker—0
Goal-Oriented Semantic Communication for Wireless Visual Question Answering—0
GOF at Qur’an QA 2022: Towards an Efficient Question Answering For The Holy Qu’ran In The Arabic Language Using Deep Learning-Based Approach—0
Good, Better, Best: Textual Distractors Generation for Multiple-Choice Visual Question Answering via Reinforcement Learning—0
Good, Great, Excellent: Global Inference of Semantic Intensities—0
Goodwill Hunting: Analyzing and Repurposing Off-the-Shelf Named Entity Linking Systems—0
GoT-CQA: Graph-of-Thought Guided Compositional Reasoning for Chart Question Answering—0
GOVERN: Gradient Orientation Vote Ensemble for Multi-Teacher Reinforced Distillation—0
GPT-3 Models are Few-Shot Financial Reasoners—0
Gpt-4: A Review on Advancements and Opportunities in Natural Language Processing—0
GPT4GEO: How a Language Model Sees the World's Geography—0
GPT-4V Explorations: Mining Autonomous Driving—0
GPT4Video: A Unified Multimodal Large Language Model for lnstruction-Followed Understanding and Safety-Aware Generation—0
GPTR: Gestalt-Perception Transformer for Diagram Object Detection—0
GPTs and Language Barrier: A Cross-Lingual Legal QA Examination—0
GRADE: Quantifying Sample Diversity in Text-to-Image Models—0
Gradient-guided Attention Map Editing: Towards Efficient Contextual Hallucination Mitigation—0
GRAF: Graph Retrieval Augmented by Facts for Romanian Legal Multi-Choice Question Answering—0
GRAM: Global Reasoning for Multi-Page VQA—0
Grammar-aware sentence classification on quantum computers—0
Grammar Detection for Sentiment Analysis through Improved Viterbi Algorithm—0
Grammarless Parsing for Joint Inference—0
Grammatical structures for word-level sentiment detection—0
GrapeQA: GRaph Augmentation and Pruning to Enhance Question-Answering—0
Graph Attention with Hierarchies for Multi-hop Question Answering—0
Graph-augmented Learning to Rank for Querying Large-scale Knowledge Graph—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