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 4451–4475 of 10817 papers

TitleStatusHype
DelucionQA: Detecting Hallucinations in Domain-specific Question Answering—0
Delexicalized transfer parsing for low-resource languages using transformed and combined treebanks—0
An End-to-End Deep Framework for Answer Triggering with a Novel Group-Level Objective—0
Improving Users' Mental Model with Attention-directed Counterfactual Edits—0
Improving Visual Question Answering Models through Robustness Analysis and In-Context Learning with a Chain of Basic Questions—0
INAOE\_UPV-CORE: Extracting Word Associations from Document Corpora to estimate Semantic Textual Similarity—0
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
Improving Time Sensitivity for Question Answering over Temporal Knowledge Graphs—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
Improving Twitter Named Entity Recognition using Word Representations—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
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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