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 6476–6500 of 10817 papers

TitleStatusHype
Mongolian Questions Classification Based on Mulit-Head Attention—0
Emulating Human Cognitive Processes for Expert-Level Medical Question-Answering with Large Language Models—0
Contextual Evaluation of Large Language Models for Classifying Tropical and Infectious Diseases—0
A Survey on Knowledge-Oriented Retrieval-Augmented Generation—0
How Context Affects Language Models' Factual Predictions—0
Monolingual Social Media Datasets for Detecting Contradiction and Entailment—0
Enabling Multimodal Generation on CLIP via Vision-Language Knowledge Distillation—0
A Multi-Source Retrieval Question Answering Framework Based on RAG—0
How Can Objects Help Video-Language Understanding?—0
Bridging the Gap between Relevance Matching and Semantic Matching for Short Text Similarity Modeling—0
A Survey on Knowledge Graph Embeddings with Literals: Which model links better Literal-ly?—0
Accounting for Focus Ambiguity in Visual Questions—0
MoReVQA: Exploring Modular Reasoning Models for Video Question Answering—0
Multi-Modal Fusion Transformer for Visual Question Answering in Remote Sensing—0
Morpho-syntactic Lexical Generalization for CCG Semantic Parsing—0
Morpho-Syntactic Study of Errors from Speech Recognition System—0
A Survey on Graph Neural Networks for Knowledge Graph Completion—0
MoRS at SemEval-2017 Task 3: Easy to use SVM in Ranking Tasks—0
MORTY: Structured Summarization for Targeted Information Extraction from Scholarly Articles—0
HOP, UNION, GENERATE: Explainable Multi-hop Reasoning without Rationale Supervision—0
MOSMOS: Multi-organ segmentation facilitated by medical report supervision—0
Motion-Appearance Co-Memory Networks for Video Question Answering—0
HopRetriever: Retrieve Hops over Wikipedia to Answer Complex Questions—0
Contextual Code Switching for Machine Translation using Language Models—0
A Multi-Resolution Word Embedding for Document Retrieval from Large Unstructured Knowledge Bases—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