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 6951–7000 of 10817 papers

TitleStatusHype
Constructing a Textual KB from a Biology TextBook—0
A Survey of Knowledge Graph Embedding and Their Applications—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
A Survey of Embodied AI: From Simulators to Research Tasks—0
Semantic Caching of Contextual Summaries for Efficient Question-Answering with Language Models—0
Normalized and Geometry-Aware Self-Attention Network for Image Captioning—0
Open-Domain Question Answering—0
Open Domain Question Answering over Tables via Dense Retrieval—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
HAUR: Human Annotation Understanding and Recognition Through Text-Heavy Images—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
Constructing a Lexicon of Relational Nouns—0
A Multi-label Multi-hop Relation Detection Model based on Relation-aware Sequence Generation—0
HAS-QA: Hierarchical Answer Spans Model for Open-domain Question Answering—0
Hashing based Answer Selection—0
Evaluating Self-Generated Documents for Enhancing Retrieval-Augmented Generation with Large Language Models—0
NSURL-2019 Shared Task 8: Semantic Question Similarity in Arabic—0
AutoKG: Constructing Virtual Knowledge Graphs from Unstructured Documents for Question Answering—0
Dodo: Dynamic Contextual Compression for Decoder-only LMs—0
NUIG-UNLP at SemEval-2016 Task 13: A Simple Word Embedding-based Approach for Taxonomy Extraction—0
Evaluating Span Extraction in Generative Paradigm: A Reflection on Aspect-Based Sentiment Analysis—0
Harvest Video Foundation Models via Efficient Post-Pretraining—0
Harvesting Parallel News Streams to Generate Paraphrases of Event Relations—0
NumLLM: Numeric-Sensitive Large Language Model for Chinese Finance—0
Evaluating Text Segmentation using Boundary Edit Distance—0
Constructing a Japanese Basic Named Entity Corpus of Various Genres—0
A Survey for Large Language Models in Biomedicine—0
Open-domain Factoid Question Answering via Knowledge Graph Search—0
HARPY: Hypernyms and Alignment of Relational Paraphrases—0
A Survey Forest Diagram : Gain a Divergent Insight View on a Specific Research Topic—0
A Multi-Domain Framework for Textual Similarity. A Case Study on Question-to-Question and Question-Answering Similarity Tasks—0
Constraint-based Multi-hop Question Answering with Knowledge Graph—0
Adding Context to Semantic Data-Driven Paraphrasing—0
oBERTa: Improving Sparse Transfer Learning via improved initialization, distillation, and pruning regimes—0
Evaluating the Meta- and Object-Level Reasoning of Large Language Models for Question Answering—0
TMLab SRPOL at SemEval-2019 Task 8: Fact Checking in Community Question Answering Forums—0
Harnessing Multilingual Resources to Question Answering in Arabic—0
Object-Centric Diagnosis of Visual Reasoning—0
Constraint Based Description of Polish Multiword Expressions—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