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 6101–6150 of 10817 papers

TitleStatusHype
Ask Me Anything in Your Native Language—0
Question-Led Semantic Structure Enhanced Attentions for VQA—0
Synthetic Question Value Estimation for Domain Adaptation of Question Answering—0
ARCNN: A Semantic Enhanced Relation Detection Model for Knowledge Base Question Answering—0
Can Explanations Be Useful for Calibrating Black Box Models?—0
Unsupervised multiple-choice question generation for out-of-domain Q\&A fine-tuning—0
TABi: Type-Aware Bi-encoders for End-to-End Entity Retrieval—0
Training Data is More Valuable than You Think: A Simple and Effective Method by Retrieving from Training Data—0
RNG-KBQA: Generation Augmented Iterative Ranking for Knowledge Base Question Answering—0
Breaking Down Questions for Outside-Knowledge Visual Question Answering—0
MarCQAp: Effective Context Modeling for Conversational Question Answering—0
Question Answering Infused Pre-training of General-Purpose Contextualized Representations—0
Do We Need to Differentiate Negative Candidates Before Training a Neural Ranker?—0
Lifting the Curse of Multilinguality by Pre-training Modular Transformers—0
ANNA: Enhanced Language Representation for Question Answering—0
Parameter-Efficient Abstractive Question Answering over Tables and over Text—0
Sequence-to-Sequence Knowledge Graph Completion and Question Answering—0
Open Domain Question Answering over Virtual Documents: A Unified Approach for Data and Text—0
XLTime: A Cross-Lingual Knowledge Transfer Framework for Zero-Shot Low-Resource Language Temporal Expression Extraction—0
A Neural Approach to KGQA via SPARQL Silhouette Generation—0
Language Model-Guided Knowledge Subgraphs for Question Answering—0
KALA: Knowledge-Augmented Language Model Adaptation—0
ViQuAE, a Dataset for Knowledge-based Visual Question Answering about Named EntitiesCode0
Reasoning over Hybrid Chain for Table-and-Text Open Domain Question Answering—0
Hyperlink-induced Pre-training for Passage Retrieval of Open-domain Question Answering—0
Simulating Bandit Learning from User Feedback for Extractive Question Answering—0
GenRE: A Generative Model for Relation Extraction—0
Toward Fine-grained Causality Reasoning and CausalQA—0
CCQA: A New Web-Scale Question Answering Dataset for Model Pre-Training—0
Event Detection via Derangement Question Answering—0
CRAFT: A Benchmark for Causal Reasoning About Forces and inTeractions—0
Salient Phrase Aware Dense Retrieval: Can a Dense Retriever Imitate a Sparse One?—0
QA4PRF: A Question Answering based Framework for Pseudo Relevance Feedback—0
Document AI: Benchmarks, Models and Applications—0
Language bias in Visual Question Answering: A Survey and Taxonomy—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
AnswerSumm: A Manually-Curated Dataset and Pipeline for Answer SummarizationCode1
Automated question generation and question answering from Turkish textsCode1
A Chinese Multi-type Complex Questions Answering Dataset over Wikidata—0
Graph Relation Transformer: Incorporating pairwise object features into the Transformer architecture—0
Pre-trained Transformer-Based Approach for Arabic Question Answering : A Comparative Study—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
Prune Once for All: Sparse Pre-Trained Language Models—0
Recent Advances in Automated Question Answering In Biomedical Domain—0
MNet-Sim: A Multi-layered Semantic Similarity Network to Evaluate Sentence Similarity—0
Visual Question Answering based on Formal Logic—0
Ontology-based question answering over corporate structured data—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