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 6201–6250 of 10817 papers

TitleStatusHype
Aspect-based Sentiment Analysis in Question Answering ForumsCode0
A Free Format Legal Question Answering System—0
Learning from Limited Labels for Long Legal Dialogue—0
Understanding the Extent to which Content Quality Metrics Measure the Information Quality of Summaries—0
Who’s on First?: Probing the Learning and Representation Capabilities of Language Models on Deterministic Closed DomainsCode0
Relation-aware Bidirectional Path Reasoning for Commonsense Question Answering—0
Can predicate-argument relationships be extracted from UD trees?—0
A Transformer Based Approach towards Identification of Discourse Unit Segments and Connectives—0
Enhanced Language Representation with Label Knowledge for Span ExtractionCode1
Discourse Comprehension: A Question Answering Framework to Represent Sentence ConnectionsCode0
Introspective Distillation for Robust Question AnsweringCode1
Text Classification for Task-based Source Code Related Questions—0
DSC-IITISM at FinCausal 2021: Combining POS tagging with Attention-based Contextual Representations for Identifying Causal Relationships in Financial Documents—0
Learning Representations for Zero-Shot Retrieval over Structured Data—0
MetaICL: Learning to Learn In ContextCode1
On the Feasibility of Predicting Questions being Forgotten in Stack Overflow—0
Path-Enhanced Multi-Relational Question Answering with Knowledge Graph Embeddings—0
Multi-stage Clarification in Conversational AI: The case of Question-Answering Dialogue Systems—0
What makes us curious? analysis of a corpus of open-domain questions—0
Dense Hierarchical Retrieval for Open-Domain Question AnsweringCode1
Ask me in your own words: paraphrasing for multitask question answeringCode0
Perceptual Score: What Data Modalities Does Your Model Perceive?Code0
SQALER: Scaling Question Answering by Decoupling Multi-Hop and Logical Reasoning—0
Meta-Knowledge Transfer for Inductive Knowledge Graph EmbeddingCode1
Vector-valued Distance and Gyrocalculus on the Space of Symmetric Positive Definite MatricesCode1
Transferring Domain-Agnostic Knowledge in Video Question Answering—0
Alignment Attention by Matching Key and Query DistributionsCode0
Improving Embedded Knowledge Graph Multi-hop Question Answering by introducing Relational Chain ReasoningCode1
IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language ReasoningCode1
EDG-Based Question Decomposition for Complex Question Answering over Knowledge Bases—0
ListReader: Extracting List-form Answers for Opinion Questions—0
Single-Modal Entropy based Active Learning for Visual Question Answering—0
Why Settle for Just One? Extending EL++ Ontology Embeddings with Many-to-Many Relationships—0
Ensemble ALBERT on SQuAD 2.0Code0
DEEPAGÉ: Answering Questions in Portuguese about the Brazilian EnvironmentCode0
Label-Descriptive Patterns and Their Application to Characterizing Classification ErrorsCode1
Ranking Facts for Explaining Answers to Elementary Science Questions—0
Towards Language-guided Visual Recognition via Dynamic ConvolutionsCode0
C-MORE: Pretraining to Answer Open-Domain Questions by Consulting Millions of References—0
Challenges in Generalization in Open Domain Question Answering—0
Explainable Assessment of Healthcare Articles with QA—0
Evaluation of Transfer Learning for Polish with a text-to-text model—0
Echo-Attention: Attend Once and Get N Attentions for Free—0
A Copy-Augmented Generative Model for Open-Domain Question Answering—0
Ditch the Gold Standard: Re-evaluating Conversational Question Answering—0
Learning Rich Representation of Keyphrases from Text—0
xGQA: Cross-Lingual Visual Question Answering—0
Semantic Search as Extractive Paraphrase Span Detection—0
Cross-lingual Inference with A Chinese Entailment Graph—0
Cooperative Semi-Supervised Transfer Learning of Machine Reading Comprehension—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