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 10551–10600 of 10817 papers

TitleStatusHype
AIDA: Artificial Intelligent Dialogue Agent—0
A Lightweight and High Performance Monolingual Word Aligner—0
Paraphrase-Driven Learning for Open Question Answering—0
Automatic Coupling of Answer Extraction and Information Retrieval—0
Minimum Bayes Risk based Answer Re-ranking for Question Answering—0
Joint Inference for Fine-grained Opinion Extraction—0
Philosophers are Mortal: Inferring the Truth of Unseen Facts—0
Automatic Interpretation of the English Possessive—0
Reinforcement Learning of Two-Issue Negotiation Dialogue Policies—0
Answer Extraction by Recursive Parse Tree Descent—0
Latent Semantic Tensor Indexing for Community-based Question Answering—0
Question Analysis for Polish Question Answering—0
Interpreting Consumer Health Questions: The Role of Anaphora and Ellipsis—0
Cross-lingual Transfer of Semantic Role Labeling Models—0
Joint Inference for Heterogeneous Dependency Parsing—0
Combining Intra- and Multi-sentential Rhetorical Parsing for Document-level Discourse Analysis—0
Evaluating Text Segmentation using Boundary Edit Distance—0
Feature-Based Selection of Dependency Paths in Ad Hoc Information Retrieval—0
Aggregated Word Pair Features for Implicit Discourse Relation Disambiguation—0
FrameNet on the Way to Babel: Creating a Bilingual FrameNet Using Wiktionary as Interlingual Connection—0
Decipherment—0
Name-aware Machine Translation—0
Learning Adaptable Patterns for Passage Reranking—0
Deceptive Answer Prediction with User Preference Graph—0
Evaluating a City Exploration Dialogue System with Integrated Question-Answering and Pedestrian Navigation—0
Leveraging Synthetic Discourse Data via Multi-task Learning for Implicit Discourse Relation Recognition—0
PLIS: a Probabilistic Lexical Inference System—0
A Case Study Towards Turkish Paraphrase Alignment—0
Meet EDGAR, a tutoring agent at MONSERRATE—0
Frequently Asked Questions Retrieval for Croatian Based on Semantic Textual Similarity—0
MT Quality Estimation: The CMU System for WMT’13—0
A Multithreaded Conversational Interface for Pedestrian Navigation and Question Answering—0
Exploiting Qualitative Information from Automatic Word Alignment for Cross-lingual NLP Tasks—0
A Novel Architecture For Question Classification Based Indexing Scheme For Efficient Question Answering—0
ECNUCS: Measuring Short Text Semantic Equivalence Using Multiple Similarity Measurements—0
DLS@CU-CORE: A Simple Machine Learning Model of Semantic Textual Similarity—0
Finding What Matters in Questions—0
HENRY-CORE: Domain Adaptation and Stacking for Text Similarity—0
KLUE-CORE: A regression model of semantic textual similarity—0
INAOE\_UPV-CORE: Extracting Word Associations from Document Corpora to estimate Semantic Textual Similarity—0
CNGL: Grading Student Answers by Acts of Translation—0
Coarse to Fine Grained Sense Disambiguation in Wikipedia—0
JU\_CSE: A CRF Based Approach to Annotation of Temporal Expression, Event and Temporal Relations—0
Large-Scale Paraphrasing for Natural Language Understanding—0
DeepPurple: Lexical, String and Affective Feature Fusion for Sentence-Level Semantic Similarity Estimation—0
Combining Heterogeneous Models for Measuring Relational Similarity—0
LIPN-CORE: Semantic Text Similarity using n-grams, WordNet, Syntactic Analysis, ESA and Information Retrieval based Features—0
Answer Extraction as Sequence Tagging with Tree Edit Distance—0
LIMSIILES: Basic English Substitution for Student Answer Assessment at SemEval 2013—0
ECNUCS: Recognizing Cross-lingual Textual Entailment Using Multiple Text Similarity and Text Difference Measures—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