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 6951–7000 of 10817 papers

TitleStatusHype
Deep Video Discovery: Agentic Search with Tool Use for Long-form Video Understanding—0
No Need to Pay Attention: Simple Recurrent Neural Networks Work!—0
No Need to Pay Attention: Simple Recurrent Neural Networks Work! (for Answering "Simple" Questions)—0
Non-monotonic Logical Reasoning Guiding Deep Learning for Explainable Visual Question Answering—0
No Noun Phrase Left Behind: Detecting and Typing Unlinkable Entities—0
A Vision Centric Remote Sensing Benchmark—0
Knowledge Graphs and Knowledge Networks: The Story in Brief—0
Knowledge Graph Reasoning Based on Attention GCN—0
Knowledge Graph Question Answering via SPARQL Silhouette Generation—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
Knowledge Graph Question Answering for Materials Science (KGQA4MAT): Developing Natural Language Interface for Metal-Organic Frameworks Knowledge Graph (MOF-KG) Using LLM—0
A View From the Crowd: Evaluation Challenges for Time-Offset Interaction Applications—0
Knowledge Graph Papers @ ICLR 2021—0
Knowledge Graph-extended Retrieval Augmented Generation for Question Answering—0
Knowledge Graph Embedding with Hierarchical Relation Structure—0
A Vietnamese Text-Based Conversational Agent—0
An Encoder Attribution Analysis for Dense Passage Retriever in Open-Domain Question Answering—0
Knowledge Graph - Deep Learning: A Case Study in Question Answering in Aviation Safety Domain—0
Knowledge Graph Curation: A Practical Framework—0
Not to Overfit or Underfit the Source Domains? An Empirical Study of Domain Generalization in Question Answering—0
DeepPurple: Lexical, String and Affective Feature Fusion for Sentence-Level Semantic Similarity Estimation—0
A Vietnamese Question Answering System—0
DeepPurple: Estimating Sentence Semantic Similarity using N-gram Regression Models and Web Snippets—0
Knowledge Graph and Corpus Driven Segmentation and Answer Inference for Telegraphic Entity-seeking Queries—0
DeepPavlov: Open-Source Library for Dialogue Systems—0
NSURL-2019 Shared Task 8: Semantic Question Similarity in Arabic—0
A Vietnamese Dataset for Evaluating Machine Reading Comprehension—0
Dodo: Dynamic Contextual Compression for Decoder-only LMs—0
An Encoder Attribution Analysis for Dense Passage Retriever in Open-Domain Question Answering—0
Advancing Surgical VQA with Scene Graph Knowledge—0
Knowledge Fusion and Semantic Knowledge Ranking for Open Domain Question Answering—0
Knowledge Extraction and Joint Inference Using Tractable Markov Logic—0
Knowledge-Enhanced Named Entity Disambiguation for Short Text—0
A Vietnamese Dataset for Evaluating Machine Reading Comprehension—0
Knowledge-enhanced Iterative Instruction Generation and Reasoning for Knowledge Base Question Answering—0
Knowledge Enhanced Hybrid Neural Network for Text Matching—0
Knowledge-Enhanced Attentive Learning for Answer Selection in Community Question Answering Systems—0
Knowledge-enhanced Agents for Interactive Text Games—0
Deeply Embedded Knowledge Representation & Reasoning For Natural Language Question Answering: A Practitioner’s Perspective—0
An Empirical Study on the Language Modal in Visual Question Answering—0
Deep Learning in Semantic Kernel Spaces—0
Knowledge-driven Natural Language Understanding of English Text and its Applications—0
Deep Learning in Event Detection in Polish—0
Knowledge Distillation of Domain-adapted LLMs for Question-Answering in Telecom—0
Knowledge Distillation for Improved Accuracy in Spoken Question Answering—0
Knowledge Detection by Relevant Question and Image Attributes in Visual Question Answering—0
Deep learning evaluation using deep linguistic processing—0
AviationGPT: A Large Language Model for the Aviation Domain—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