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 6951–6975 of 10817 papers

TitleStatusHype
A Survey of Knowledge Graph Embedding and Their Applications—0
No Need to Pay Attention: Simple Recurrent Neural Networks Work!—0
No Need to Pay Attention: Simple Recurrent Neural Networks Work! (for Answering "Simple" Questions)—0
Non-monotonic Logical Reasoning Guiding Deep Learning for Explainable Visual Question Answering—0
No Noun Phrase Left Behind: Detecting and Typing Unlinkable Entities—0
Constructing a Question Corpus for Textual Semantic Relations—0
A Multilingual African Embedding for FAQ Chatbots—0
Non-sentential Question Resolution using Sequence to Sequence Learning—0
Constructing an Alias List for Named Entities during an Event—0
Evaluating Multi-focus Natural Language Queries over Data Services—0
A Survey of Embodied AI: From Simulators to Research Tasks—0
Normalized and Geometry-Aware Self-Attention Network for Image Captioning—0
Semantic Caching of Contextual Summaries for Efficient Question-Answering with Language Models—0
On the Temporal Question-Answering Capabilities of Large Language Models Over Anonymized Data—0
On the Value of Out-of-Distribution Testing: An Example of Goodhart's Law—0
Have You Seen That Number? Investigating Extrapolation in Question Answering Models—0
A survey of Community Question Answering—0
HausaNLP: Current Status, Challenges and Future Directions for Hausa Natural Language Processing—0
NOTE: Solution for KDD-CUP 2021 WikiKG90M-LSC—0
Can Pre-training help VQA with Lexical Variations?—0
Not-So-CLEVR: Visual Relations Strain Feedforward Neural Networks—0
Not to Overfit or Underfit the Source Domains? An Empirical Study of Domain Generalization in Question Answering—0
HAUR: Human Annotation Understanding and Recognition Through Text-Heavy Images—0
Constructing a Lexicon of Relational Nouns—0
A Multi-label Multi-hop Relation Detection Model based on Relation-aware Sequence Generation—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