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 5501–5550 of 10817 papers

TitleStatusHype
BioInstruct: Instruction Tuning of Large Language Models for Biomedical Natural Language Processing—0
A Novel Word Sense Disambiguation Approach Using WordNet Knowledge Graph—0
A Fully Coreference-annotated Corpus of Scholarly Papers from the ACL Anthology—0
Dynamic-KGQA: A Scalable Framework for Generating Adaptive Question Answering Datasets—0
Dynamic Integration of Background Knowledge in Neural NLU Systems—0
Dynamic Graph Generation Network: Generating Relational Knowledge from Diagrams—0
A novel knowledge graph development for industry design: A case study on indirect coal liquefaction process—0
Dynamic Fusion With Intra- and Inter-Modality Attention Flow for Visual Question Answering—0
Dynamic Fusion with Intra- and Inter- Modality Attention Flow for Visual Question Answering—0
Dynamic Few-Shot Learning for Knowledge Graph Question Answering—0
A novel interface for adversarial trivia question-writing—0
A Context-aware Attention Network for Interactive Question Answering—0
Dynamic Adaptive Network Intelligence—0
A Novel Framework for Robustness Analysis of Visual QA Models—0
BioAMA: Towards an End to End BioMedical Question Answering System—0
DUT-NLP at MEDIQA 2019: An Adversarial Multi-Task Network to Jointly Model Recognizing Question Entailment and Question Answering—0
DUTH at SemEval-2019 Task 8: Part-Of-Speech Features for Question Classification—0
Binding Touch to Everything: Learning Unified Multimodal Tactile Representations—0
A Novel Discriminative Framework for Sentence-Level Discourse Analysis—0
A Full End-to-End Semantic Role Labeler, Syntactic-agnostic Over Syntactic-aware?—0
DUT-BIM at MEDIQA 2019: Utilizing Transformer Network and Medical Domain-Specific Contextualized Representations for Question Answering—0
Duplicate Question Retrieval and Confirmation Time Prediction in Software Communities—0
DUBLIN -- Document Understanding By Language-Image Network—0
A Novel DeBERTa-based Model for Financial Question Answering Task—0
DUAL: Textless Spoken Question Answering with Speech Discrete Unit Adaptive Learning—0
Bilingually-constrained Synthetic Data for Implicit Discourse Relation Recognition—0
A Novel Computational and Modeling Foundation for Automatic Coherence Assessment—0
A Frustratingly Easy Improvement for Position Embeddings via Random Padding—0
A Constituent Syntactic Parse Tree Based Discourse Parser—0
Leveraging Inter-Chunk Interactions for Enhanced Retrieval in Large Language Model-Based Question Answering—0
DualNet: Domain-Invariant Network for Visual Question Answering—0
Bilingual Event Extraction: a Case Study on Trigger Type Determination—0
Dual-Feedback Knowledge Retrieval for Task-Oriented Dialogue Systems—0
Bilingual Active Learning for Relation Classification via Pseudo Parallel Corpora—0
A Novel Attention-based Aggregation Function to Combine Vision and Language—0
Dual Embeddings and Metrics for Relational Similarity—0
Dual Constrained Question Embeddings with Relational Knowledge Bases for Simple Question Answering—0
Dual Co-Matching Network for Multi-choice Reading Comprehension—0
BigText-QA: Question Answering over a Large-Scale Hybrid Knowledge Graph—0
A Novel Architecture For Question Classification Based Indexing Scheme For Efficient Question Answering—0
Dual Capsule Attention Mask Network with Mutual Learning for Visual Question Answering—0
Big Help or Big Brother? Auditing Tracking, Profiling, and Personalization in Generative AI Assistants—0
A Novel Approach Towards Incorporating Context Processing Capabilities in NLIDB System—0
Bidirectional Long Short-Term Memory Networks for Relation Classification—0
DSPy Assertions: Computational Constraints for Self-Refining Language Model Pipelines—0
Bidirectional Language Models Are Also Few-shot Learners—0
A Novel Approach for Automatic Bengali Question Answering System using Semantic Similarity Analysis—0
AfriMed-QA: A Pan-African, Multi-Specialty, Medical Question-Answering Benchmark Dataset—0
A Constituent-Centric Neural Architecture for Reading Comprehension—0
DSNDM: Deep Siamese Neural Discourse Model with Attention for Text Pairs Categorization and Ranking—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