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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 6751–6800 of 10817 papers

TitleStatusHype
Multivalent Entailment Graphs for Question Answering—0
Multi-VALUE: A Framework for Cross-Dialectal English NLP—0
Multi-View Approach to Suggest Moderation Actions in Community Question Answering Sites—0
Multi-view Content-aware Indexing for Long Document Retrieval—0
Hierarchical Memory for Long Video QA—0
Multi-View Domain Adapted Sentence Embeddings for Low-Resource Unsupervised Duplicate Question Detection—0
Context-aware Natural Language Generation for Spoken Dialogue Systems—0
Hierarchical Graph Attention Network for Few-Shot Visual-Semantic Learning—0
ENTER: Event Based Interpretable Reasoning for VideoQA—0
MuRAG: Multimodal Retrieval-Augmented Generator for Open Question Answering over Images and Text—0
MuRAR: A Simple and Effective Multimodal Retrieval and Answer Refinement Framework for Multimodal Question Answering—0
Enter the Mind Palace: Reasoning and Planning for Long-term Active Embodied Question Answering—0
Context-aware Learning for Sentence-level Sentiment Analysis with Posterior Regularization—0
MUSS: Multilevel Subset Selection for Relevance and Diversity—0
MUST-VQA: MUltilingual Scene-text VQA—0
A Survey of Paraphrasing and Textual Entailment Methods—0
No more beating about the bush : A Step towards Idiom Handling for Indian Language NLP—0
No Need to Pay Attention: Simple Recurrent Neural Networks Work!—0
Hierarchical Gated Recurrent Neural Tensor Network for Answer Triggering—0
MyVLM: Personalizing VLMs for User-Specific Queries—0
A Survey of Named Entity Recognition in Assamese and other Indian Languages—0
A Multilingual Study of Multi-Sentence Compression using Word Vertex-Labeled Graphs and Integer Linear Programming—0
Hierarchical Conditional Relation Networks for Multimodal Video Question Answering—0
Encoding Knowledge Graph Entity Aliases in Attentive Neural Network for Wikidata Entity Linking—0
Named Entity Based Answer Extraction form Hindi Text Corpus Using n-grams—0
Named Entity Recognition for Arabic Social Media—0
Named Entity Recognition in Estonian—0
Named Entity Recognition System for Dialectal Arabic—0
Named Entity Recognition System for Sindhi Language—0
Named Entity Recognition System for Urdu—0
Named Entity Tagging a Very Large Unbalanced Corpus: Training and Evaluating NE Classifiers—0
Entity Resolution and Federated Learning get a Federated Resolution—0
Noise Contrastive Estimation and Negative Sampling for Conditional Models: Consistency and Statistical Efficiency—0
Hierarchical Banzhaf Interaction for General Video-Language Representation Learning—0
HiddenTables & PyQTax: A Cooperative Game and Dataset For TableQA to Ensure Scale and Data Privacy Across a Myriad of Taxonomies—0
A Survey of Multimodal Retrieval-Augmented Generation—0
Narrowing the Knowledge Evaluation Gap: Open-Domain Question Answering with Multi-Granularity Answers—0
Narrowing the Loop: Integration of Resources and Linguistic Dataset Development with Interactive Machine Learning—0
N-ary Biographical Relation Extraction using Shortest Path Dependencies—0
Env-QA: A Video Question Answering Benchmark for Comprehensive Understanding of Dynamic Environments—0
NativQA: Multilingual Culturally-Aligned Natural Query for LLMs—0
Natural Answer Generation: From Factoid Answer to Full-length Answer using Grammar Correction—0
Natural Answer Generation with Heterogeneous Memory—0
NaturalBench: Evaluating Vision-Language Models on Natural Adversarial Samples—0
Natural Human-Machine Interaction for Manipulating Formal Language: Bootstrapping with Mapping (Interaction homme-machine en domaine large \`a l'aide du langage naturel : une amorce par mise en correspondance) [in French]—0
Adding Morpho-semantic Relations to the Romanian Wordnet—0
Natural Language Comprehension with the EpiReader—0
Natural Language Deduction through Search over Statement Compositions—0
HFST-SweNER --- A New NER Resource for Swedish—0
Context-augmented Retrieval: A Novel Framework for Fast Information Retrieval based Response Generation using Large Language Model—0
Show:102550
← PrevPage 136 of 217Next →
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