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 4451–4500 of 10817 papers

TitleStatusHype
A Visual Question Answering Method for SAR Ship: Breaking the Requirement for Multimodal Dataset Construction and Model Fine-Tuning—0
A Visually-Aware Conversational Robot Receptionist—0
An End-to-End Chinese Discourse Parser with Adaptation to Explicit and Non-explicit Relation Recognition—0
Incorporating medical knowledge in BERT for clinical relation extraction—0
Deep Video Discovery: Agentic Search with Tool Use for Long-form Video Understanding—0
A Vision Centric Remote Sensing Benchmark—0
DeepStory: Video Story QA by Deep Embedded Memory Networks—0
AVIS: Autonomous Visual Information Seeking with Large Language Model Agent—0
An End-to-end Approach to Learning Semantic Frames with Feedforward Neural Network—0
Incorporating Question Answering-Based Signals into Abstractive Summarization via Salient Span Selection—0
A View From the Crowd: Evaluation Challenges for Time-Offset Interaction Applications—0
A Vietnamese Text-Based Conversational Agent—0
An Encoder Attribution Analysis for Dense Passage Retriever in Open-Domain Question Answering—0
Advancing Surgical VQA with Scene Graph Knowledge—0
A Vietnamese Question Answering System—0
DeepPurple: Lexical, String and Affective Feature Fusion for Sentence-Level Semantic Similarity Estimation—0
A Vietnamese Dataset for Evaluating Machine Reading Comprehension—0
DeepPurple: Estimating Sentence Semantic Similarity using N-gram Regression Models and Web Snippets—0
DeepPavlov: Open-Source Library for Dialogue Systems—0
An Encoder Attribution Analysis for Dense Passage Retriever in Open-Domain Question Answering—0
Incorporating External Knowledge to Answer Open-Domain Visual Questions with Dynamic Memory Networks—0
A Vietnamese Dataset for Evaluating Machine Reading Comprehension—0
An Empirical Study on the Language Modal in Visual Question Answering—0
Deeply Embedded Knowledge Representation & Reasoning For Natural Language Question Answering: A Practitioner’s Perspective—0
Advancing Question Answering on Handwritten Documents: A State-of-the-Art Recognition-Based Model for HW-SQuAD—0
In-Context Learning with Topological Information for Knowledge Graph Completion—0
Deep Learning in Semantic Kernel Spaces—0
Deep Learning in Event Detection in Polish—0
AviationGPT: A Large Language Model for the Aviation Domain—0
Deep learning evaluation using deep linguistic processing—0
An Empirical Study on the Generalization Power of Neural Representations Learned via Visual Guessing Games—0
MMPKUBase: A Comprehensive and High-quality Chinese Multi-modal Knowledge Graph—0
Incorporating Contextual and Syntactic Structures Improves Semantic Similarity Modeling—0
Deep Learning Approaches for Improving Question Answering Systems in Hepatocellular Carcinoma Research—0
AVATAR: Robust Voice Search Engine Leveraging Autoregressive Document Retrieval and Contrastive Learning—0
Deep Learning applications for COVID-19—0
Deep Learning and Continuous Representations for Natural Language Processing—0
An Empirical Study on Leveraging Scene Graphs for Visual Question Answering—0
Deep Fusion LSTMs for Text Semantic Matching—0
Deep Feature Fusion Network for Answer Quality Prediction in Community Question Answering—0
AVA: an Automatic eValuation Approach to Question Answering Systems—0
Deep Exemplar Networks for VQA and VQG—0
AVA: an Automatic eValuation Approach for Question Answering Systems—0
2nd Place Solution to the GQA Challenge 2019—0
Incorporating External Knowledge into Machine Reading for Generative Question Answering—0
Incorporating Selectional Preferences in Multi-hop Relation Extraction—0
INDIC QA BENCHMARK: A Multilingual Benchmark to Evaluate Question Answering capability of LLMs for Indic Languages—0
deepCybErNet at EmoInt-2017: Deep Emotion Intensities in Tweets—0
Deep Contextualized Pairwise Semantic Similarity for Arabic Language Questions—0
Deep Contextualized Biomedical Abbreviation Expansion—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