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 7251–7275 of 10817 papers

TitleStatusHype
PaLI: A Jointly-Scaled Multilingual Language-Image Model—0
Automatic recognition of habituals: a three-way classification of clausal aspect—0
An Empirically-grounded tool for Automatic Prompt Linting and Repair: A Case Study on Bias, Vulnerability, and Optimization in Developer Prompts—0
PaLM 2 Technical Report—0
KeyGen2Vec: Learning Document Embedding via Multi-label Keyword Generation in Question-Answering—0
KET-QA: A Dataset for Knowledge Enhanced Table Question Answering—0
Automatic Question Generation using Relative Pronouns and Adverbs—0
PALM: Pre-training an Autoencoding\&Autoregressive Language Model for Context-conditioned Generation—0
Kernel Pooling for Convolutional Neural Networks—0
PALRACE: Reading Comprehension Dataset with Human Data and Labeled Rationales—0
PAM: Understanding Product Images in Cross Product Category Attribute Extraction—0
Decision Knowledge Graphs: Construction of and Usage in Question Answering for Clinical Practice Guidelines—0
Pangloss: Fast Entity Linking in Noisy Text Environments—0
KERMIT: Generative Insertion-Based Modeling for Sequences—0
Pangu DeepDiver: Adaptive Search Intensity Scaling via Open-Web Reinforcement Learning—0
PanGu-Σ: Towards Trillion Parameter Language Model with Sparse Heterogeneous Computing—0
keqing: knowledge-based question answering is a nature chain-of-thought mentor of LLM—0
Decipherment—0
Automatic Question-Answering Using A Deep Similarity Neural Network—0
An Empirical Evaluation of Visual Question Answering for Novel Objects—0
Advancing Large Language Model Attribution through Self-Improving—0
A Comparative Evaluation of Visual and Natural Language Question Answering Over Linked Data—0
PAQA: Toward ProActive Open-Retrieval Question Answering—0
ParaDi: Dictionary of Paraphrases of Czech Complex Predicates with Light Verbs—0
2M-NER: Contrastive Learning for Multilingual and Multimodal NER with Language and Modal Fusion—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