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 5451–5475 of 10817 papers

TitleStatusHype
Analysis of Temporal Expressions Annotated in Clinical Notes—0
Less Is More: Linear Layers on CLIP Features as Powerful VizWiz Model—0
DHP Benchmark: Are LLMs Good NLG Evaluators?—0
LargePiG: Your Large Language Model is Secretly a Pointer Generator—0
Large-Scale Acquisition of Commonsense Knowledge via a Quiz Game on a Dialogue System—0
Large-Scale Acquisition of Entailment Pattern Pairs by Exploiting Transitivity—0
Let's Reason Formally: Natural-Formal Hybrid Reasoning Enhances LLM's Math Capability—0
Large-scale CCG Induction from the Groningen Meaning Bank—0
Leveraging Logical Rules in Knowledge Editing: A Cherry on the Top—0
Diagnosing and Addressing Pitfalls in KG-RAG Datasets: Toward More Reliable Benchmarking—0
Large Scale Generative Multimodal Attribute Extraction for E-commerce Attributes—0
Large-Scale Goodness Polarity Lexicons for Community Question Answering—0
Least-to-Most Prompting Enables Complex Reasoning in Large Language Models—0
Convolutional Neural Network: Text Classification Model for Open Domain Question Answering System—0
Large-Scale Paraphrasing for Natural Language Understanding—0
Large Scale Question Answering using Tourism Data—0
Large Scale Question Paraphrase Retrieval with Smoothed Deep Metric Learning—0
IJCNLP-2017 Task 5: Multi-choice Question Answering in Examinations—0
Large Scale Scene Text Verification with Guided Attention—0
Large-Scale Semantic Indexing and Question Answering in Biomedicine—0
Atomic Fact Decomposition Helps Attributed Question Answering—0
Legal Question Answering using Ranking SVM and Deep Convolutional Neural Network—0
Large Vision-Language Models for Remote Sensing Visual Question Answering—0
LARSA22 at Qur’an QA 2022: Text-to-Text Transformer for Finding Answers to Questions from Qur’an—0
Analysis of Drug repurposing Knowledge graphs for Covid-19—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