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 6751–6800 of 10817 papers

TitleStatusHype
RNG-KBQA: Generation Augmented Iterative Ranking for Knowledge Base Question Answering—0
Cross-Task Generalization via Natural Language Crowdsourcing Instructions—0
Unsupervised multiple-choice question generation for out-of-domain Q\&A fine-tuning—0
Parameter-Efficient Abstractive Question Answering over Tables and over Text—0
Reasoning over Hybrid Chain for Table-and-Text Open Domain Question Answering—0
CRAFT: A Benchmark for Causal Reasoning About Forces and inTeractions—0
CQARE: Contrastive Question-Answering for Few-shot Relation Extraction with Prompt Tuning—0
Co-VQA : Answering by Interactive Sub Question Sequence—0
Using Interactive Feedback to Improve the Accuracy and Explainability of Question Answering Systems Post-Deployment—0
TABi: Type-Aware Bi-encoders for End-to-End Entity Retrieval—0
Hyperlink-induced Pre-training for Passage Retrieval of Open-domain Question Answering—0
Context-Paraphrase Enhanced Commonsense Question Answering—0
Question-Led Semantic Structure Enhanced Attentions for VQA—0
Get Your Model Puzzled: Introducing Crossword-Solving as a New NLP Benchmark—0
GenRE: A Generative Model for Relation Extraction—0
Ask Me Anything in Your Native Language—0
Incorporating Question Answering-Based Signals into Abstractive Summarization via Salient Span Selection—0
Calculating Question Similarity is Enough: A New Method for KBQA Tasks—0
Question Answering for Complex Electronic Health Records Database using Unified Encoder-Decoder Architecture—0
A Chinese Multi-type Complex Questions Answering Dataset over Wikidata—0
Graph Relation Transformer: Incorporating pairwise object features into the Transformer architecture—0
Prune Once for All: Sparse Pre-Trained Language Models—0
Cross-lingual Adaption Model-Agnostic Meta-Learning for Natural Language Understanding—0
A Two-Stage Approach towards Generalization in Knowledge Base Question Answering—0
Pre-trained Transformer-Based Approach for Arabic Question Answering : A Comparative Study—0
Recent Advances in Automated Question Answering In Biomedical Domain—0
MNet-Sim: A Multi-layered Semantic Similarity Network to Evaluate Sentence Similarity—0
Ontology-based question answering over corporate structured data—0
Visual Question Answering based on Formal Logic—0
Grounded Graph Decoding Improves Compositional Generalization in Question AnsweringCode0
Medicines Question Answering System, MeQA—0
Reducing the impact of out of vocabulary words in the translation of natural language questions into SPARQL queries—0
SERC: Syntactic and Semantic Sequence based Event Relation Classification—0
UQuAD1.0: Development of an Urdu Question Answering Training Data for Machine Reading Comprehension—0
Clustering Monolingual Vocabularies to Improve Cross-Lingual Generalization—0
Who’s on First?: Probing the Learning and Representation Capabilities of Language Models on Deterministic Closed DomainsCode0
Adapting Entities across Languages and Cultures—0
Q^2: Evaluating Factual Consistency in Knowledge-Grounded Dialogues via Question Generation and Question Answering—0
Study of Similarity Measures as Features in Classification for Answer Sentence Selection Task in Hindi Question Answering: Language-Specific v/s Other Measures—0
Self Question-answering: Aspect-based Sentiment Analysis by Role Flipped Machine Reading ComprehensionCode0
Textual Time Travel: A Temporally Informed Approach to Theory of Mind—0
Relation-aware Bidirectional Path Reasoning for Commonsense Question Answering—0
Evaluation Paradigms in Question Answering—0
Can Question Generation Debias Question Answering Models? A Case Study on Question–Context Lexical Overlap—0
Can predicate-argument relationships be extracted from UD trees?—0
A Pretraining Numerical Reasoning Model for Ordinal Constrained Question Answering on Knowledge Base—0
Using Question Answering Rewards to Improve Abstractive SummarizationCode0
Winnowing Knowledge for Multi-choice Question Answering—0
Narrative Embedding: Re-Contextualization Through Attention—0
Multi-Task Dense Retrieval via Model Uncertainty Fusion for Open-Domain Question AnsweringCode0
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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