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 7251–7300 of 10817 papers

TitleStatusHype
PaLI: A Jointly-Scaled Multilingual Language-Image Model—0
Keyword-Aware Relative Spatio-Temporal Graph Networks for Video Question Answering—0
KeyVideoLLM: Towards Large-scale Video Keyframe Selection—0
PaLM 2 Technical Report—0
Automatic Rule Extraction from Long Short Term Memory Networks—0
Keyphrases Extraction from User-Generated Contents in Healthcare Domain Using Long Short-Term Memory Networks—0
Keyphrase Extraction in Scientific Articles: A Supervised Approach—0
PALM: Pre-training an Autoencoding\&Autoregressive Language Model for Context-conditioned Generation—0
Keynote: Graph-based Approaches for Spoken Language Understanding—0
PALRACE: Reading Comprehension Dataset with Human Data and Labeled Rationales—0
PAM: Understanding Product Images in Cross Product Category Attribute Extraction—0
Automatic recognition of habituals: a three-way classification of clausal aspect—0
Pangloss: Fast Entity Linking in Noisy Text Environments—0
An Empirically-grounded tool for Automatic Prompt Linting and Repair: A Case Study on Bias, Vulnerability, and Optimization in Developer Prompts—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
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
Kernel Pooling for Convolutional Neural Networks—0
Decision Knowledge Graphs: Construction of and Usage in Question Answering for Clinical Practice Guidelines—0
KERMIT: Generative Insertion-Based Modeling for Sequences—0
PAQA: Toward ProActive Open-Retrieval Question Answering—0
ParaDi: Dictionary of Paraphrases of Czech Complex Predicates with Light Verbs—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
ParaLaw Nets -- Cross-lingual Sentence-level Pretraining for Legal Text Processing—0
An Empirical Evaluation of Visual Question Answering for Novel Objects—0
Advancing Large Language Model Attribution through Self-Improving—0
Parallelizing Word2Vec in Shared and Distributed Memory—0
Parallel Key-Value Cache Fusion for Position Invariant RAG—0
A Comparative Evaluation of Visual and Natural Language Question Answering Over Linked Data—0
Parameter-Efficient Abstractive Question Answering over Tables and over Text—0
2M-NER: Contrastive Learning for Multilingual and Multimodal NER with Language and Modal Fusion—0
KenSwQuAD -- A Question Answering Dataset for Swahili Low Resource Language—0
Deceptive Answer Prediction with User Preference Graph—0
Kencorpus: A Kenyan Language Corpus of Swahili, Dholuo and Luhya for Natural Language Processing Tasks—0
Parameter-Efficient Neural Question Answering Models via Graph-Enriched Document Representations—0
KeLP at SemEval-2017 Task 3: Learning Pairwise Patterns in Community Question Answering—0
Parameter-free Video Segmentation for Vision and Language Understanding—0
Paraphrase-Driven Learning for Open Question Answering—0
Paraphrase for Open Question Answering: New Dataset and Methods—0
Paraphrase Generation from Latent-Variable PCFGs for Semantic Parsing—0
Deception Detection in News Reports in the Russian Language: Lexics and Discourse—0
Paraphrasing in Affirmative Terms Improves Negation Understanding—0
Automatic Question Answering for Medical MCQs: Can It go Further than Information Retrieval?—0
Paraphrasing with Large Language Models—0
Paraphrastic Variance between European and Brazilian Portuguese—0
KeLP at SemEval-2016 Task 3: Learning Semantic Relations between Questions and Answers—0
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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