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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 6701–6725 of 10817 papers

TitleStatusHype
3D Concept Grounding on Neural Fields—0
Multi-Passage Machine Reading Comprehension with Cross-Passage Answer Verification—0
REVISION: Rendering Tools Enable Spatial Fidelity in Vision-Language Models—0
Labeled Alignment for Recognizing Textual Entailment—0
Multi-Perspective Sentence Similarity Modeling with Convolutional Neural Networks—0
Multiple Abstraction Level Retrieve Augment Generation—0
Desiderata for the Context Use of Question Answering Systems—0
Label Dependent Deep Variational Paraphrase Generation—0
LABDA at the 2016 BioASQ challenge task 4a: Semantic Indexing by using ElasticSearch—0
Multi-Query Focused Disaster Summarization via Instruction-Based Prompting—0
Description Logics based Formalization of Wh-Queries—0
Kwame for Science: An AI Teaching Assistant Based on Sentence-BERT for Science Education in West Africa—0
Kwame: A Bilingual AI Teaching Assistant for Online SuaCode Courses—0
Description Based Text Classification with Reinforcement Learning—0
An Entity-Based approach to Answering Recurrent and Non-Recurrent Questions with Past Answers—0
KVQA: Knowledge-Aware Visual Question Answering—0
Backdooring Vision-Language Models with Out-Of-Distribution Data—0
KV-Distill: Nearly Lossless Learnable Context Compression for LLMs—0
DERI\&UPM: Pushing Corpus Based Relatedness to Similarity: Shared Task System Description—0
KunLunBaizeRAG: Reinforcement Learning Driven Inference Performance Leap for Large Language Models—0
Multi-Sentence Compression with Word Vertex-Labeled Graphs and Integer Linear Programming—0
DERA: Enhancing Large Language Model Completions with Dialog-Enabled Resolving Agents—0
An Entailment Tree Generation Approach for Multimodal Multi-Hop Question Answering with Mixture-of-Experts and Iterative Feedback Mechanism—0
Multi-source named entity typing for social media—0
Adventurer's Treasure Hunt: A Transparent System for Visually Grounded Compositional Visual Question Answering based on Scene Graphs—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