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 6376–6400 of 10817 papers

TitleStatusHype
Dialog state tracking, a machine reading approach using Memory Network—0
Bayesian Attention Belief Networks—0
M-LLM Based Video Frame Selection for Efficient Video Understanding—0
MLLM-LLaVA-FL: Multimodal Large Language Model Assisted Federated Learning—0
Dialogizer: Context-aware Conversational-QA Dataset Generation from Textual Sources—0
LasigeBioTM at MEDIQA 2019: Biomedical Question Answering using Bidirectional Transformers and Named Entity Recognition—0
BAT: Learning to Reason about Spatial Sounds with Large Language Models—0
LARSA22 at Qur’an QA 2022: Text-to-Text Transformer for Finding Answers to Questions from Qur’an—0
MLSA --- A Multi-layered Reference Corpus for German Sentiment Analysis—0
MM-AVS: A Full-Scale Dataset for Multi-modal Summarization—0
Large Vision-Language Models for Remote Sensing Visual Question Answering—0
MMCOMPOSITION: Revisiting the Compositionality of Pre-trained Vision-Language Models—0
Dialog-based Language Learning—0
Large Search Model: Redefining Search Stack in the Era of LLMs—0
MME-Finance: A Multimodal Finance Benchmark for Expert-level Understanding and Reasoning—0
Dialog-based Language Learning—0
A Neural-Symbolic Approach Towards Identifying Grammatically Correct Sentences—0
Adversarial reading networks for machine comprehension—0
A Complex KBQA System using Multiple Reasoning Paths—0
MMIU: Dataset for Visual Intent Understanding in Multimodal Assistants—0
MMKB-RAG: A Multi-Modal Knowledge-Based Retrieval-Augmented Generation Framework—0
Large-Scale Semantic Indexing and Question Answering in Biomedicine—0
Large Scale Scene Text Verification with Guided Attention—0
DialogAgent: An Auto-engagement Agent for Code Question Answering Data Production—0
Large Scale Question Paraphrase Retrieval with Smoothed Deep Metric Learning—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