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 10051–10100 of 10817 papers

TitleStatusHype
Applying Deep Learning to Answer Selection: A Study and An Open TaskCode0
Enhancing Open-Domain Table Question Answering via Syntax- and Structure-aware Dense RetrievalCode0
Logical Implications for Visual Question Answering ConsistencyCode0
CLEAR: A Dataset for Compositional Language and Elementary Acoustic ReasoningCode0
A Dataset for Spatiotemporal-Sensitive POI Question AnsweringCode0
No that's not what I meant: Handling Third Position Repair in Conversational Question AnsweringCode0
Problem-Solving in Language Model NetworksCode0
Attentive History Selection for Conversational Question AnsweringCode0
Enhancing Omics Cohort Discovery for Research on Neurodegeneration through Ontology-Augmented Embedding ModelsCode0
Task-Adaptive Tokenization: Enhancing Long-Form Text Generation Efficacy in Mental Health and BeyondCode0
Procedural Text Mining with Large Language ModelsCode0
Logic Query of Thoughts: Guiding Large Language Models to Answer Complex Logic Queries with Knowledge GraphsCode0
LogiQA 2.0—An Improved Dataset for Logical Reasoning in Natural Language UnderstandingCode0
CleanGraph: Human-in-the-loop Knowledge Graph Refinement and CompletionCode0
Enhancing Healthcare LLM Trust with Atypical Presentations RecalibrationCode0
Enhancing Cross-Prompt Transferability in Vision-Language Models through Contextual Injection of Target TokensCode0
Long-context Non-factoid Question Answering in Indic LanguagesCode0
Enhancing Continual Learning in Visual Question Answering with Modality-Aware Feature DistillationCode0
Enhancing Compositional Reasoning in Vision-Language Models with Synthetic Preference DataCode0
LongFaith: Enhancing Long-Context Reasoning in LLMs with Faithful Synthetic DataCode0
End-to-End Video Question-Answer Generation with Generator-Pretester NetworkCode0
End-to-End Synthetic Data Generation for Domain Adaptation of Question Answering SystemsCode0
A Pipeline for Generating, Annotating and Employing Synthetic Data for Real World Question AnsweringCode0
End-to-End Prediction of Buffer Overruns from Raw Source Code via Neural Memory NetworksCode0
End-to-End Open-Domain Question Answering with BERTseriniCode0
Classification of telicity using cross-linguistic annotation projectionCode0
NS3: Neuro-Symbolic Semantic Code SearchCode0
End-to-End Instance Segmentation with Recurrent AttentionCode0
End-to-End Goal-Driven Web NavigationCode0
End-to-End Audio Visual Scene-Aware Dialog using Multimodal Attention-Based Video FeaturesCode0
A Parallel-Hierarchical Model for Machine Comprehension on Sparse DataCode0
Long Story Short: a Summarize-then-Search Method for Long Video Question AnsweringCode0
End-Task Oriented Textual Entailment via Deep Explorations of Inter-Sentence InteractionsCode0
A Memory-Network Based Solution for Multivariate Time-Series ForecastingCode0
RAG-VR: Leveraging Retrieval-Augmented Generation for 3D Question Answering in VR EnvironmentsCode0
Efficient Encoder-Decoder Transformer Decoding for Decomposable TasksCode0
emrKBQA: A Clinical Knowledge-Base Question Answering DatasetCode0
Reliable Academic Conference Question Answering: A Study Based on Large Language ModelCode0
Empowering Cross-lingual Abilities of Instruction-tuned Large Language Models by Translation-following demonstrationsCode0
Emotion Twenty Questions Dialog System for Lexical Emotional IntelligenceCode0
Emerging Challenges in Personalized Medicine: Assessing Demographic Effects on Biomedical Question Answering SystemsCode0
Look before you Hop: Conversational Question Answering over Knowledge Graphs Using Judicious Context ExpansionCode0
Look Before You Leap: A Universal Emergent Decomposition of Retrieval Tasks in Language ModelsCode0
NukeBERT: A Pre-trained language model for Low Resource Nuclear DomainCode0
12-in-1: Multi-Task Vision and Language Representation LearningCode0
Numerical Reasoning for Financial ReportsCode0
AmazonQA: A Review-Based Question Answering TaskCode0
Looking Beyond Visible Cues: Implicit Video Question Answering via Dual-Clue ReasoningCode0
NumNet: Machine Reading Comprehension with Numerical ReasoningCode0
C-HTS: A Concept-based Hierarchical Text Segmentation approachCode0
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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