SOTAVerified

Natural Language Understanding

Natural Language Understanding is an important field of Natural Language Processing which contains various tasks such as text classification, natural language inference and story comprehension. Applications enabled by natural language understanding range from question answering to automated reasoning.

Source: Find a Reasonable Ending for Stories: Does Logic Relation Help the Story Cloze Test?

Papers

Showing 18511875 of 1978 papers

TitleStatusHype
Bag of Experts Architectures for Model Reuse in Conversational Language Understanding0
Snips Voice Platform: an embedded Spoken Language Understanding system for private-by-design voice interfacesCode1
Selecting Machine-Translated Data for Quick Bootstrapping of a Natural Language Understanding System0
Aff2Vec: Affect--Enriched Distributional Word Representations0
A Context-based Approach for Dialogue Act Recognition using Simple Recurrent Neural NetworksCode0
Comprehensive Supersense Disambiguation of English Prepositions and PossessivesCode0
Fast and Scalable Expansion of Natural Language Understanding Functionality for Intelligent Agents0
Building a Corpus for Personality-dependent Natural Language Understanding and Generation0
Dropping Networks for Transfer Learning0
A Scalable Neural Shortlisting-Reranking Approach for Large-Scale Domain Classification in Natural Language Understanding0
Efficient Large-Scale Domain Classification with Personalized Attention0
Probabilistic Word Association for Dialogue Act Classification with Recurrent Neural NetworksCode0
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language UnderstandingCode1
Direct Network Transfer: Transfer Learning of Sentence Embeddings for Semantic Similarity0
Sentences with Gapping: Parsing and Reconstructing Elided PredicatesCode0
Targeted Aspect-Based Sentiment Analysis via Embedding Commonsense Knowledge into an Attentive LSTM0
A Language for Function Signature RepresentationsCode0
Deep Cascade Multi-task Learning for Slot Filling in Online Shopping AssistantCode0
Empirical Analysis of Foundational Distinctions in Linked Open DataCode0
Pay More Attention - Neural Architectures for Question-Answering0
AllenNLP: A Deep Semantic Natural Language Processing PlatformCode1
MCScript: A Novel Dataset for Assessing Machine Comprehension Using Script Knowledge0
A Non-Technical Survey on Deep Convolutional Neural Network Architectures0
YAKE! Keyword extraction from single documents using multiple local featuresCode2
Towards end-to-end spoken language understandingCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1HNNAccuracy90Unverified
2UDSSM-II (ensemble)Accuracy78.3Unverified
3BERT-large 340MAccuracy78.3Unverified
4UDSSM-I (ensemble)Accuracy76.7Unverified
5DSSMAccuracy75Unverified
6UDSSM-IIAccuracy75Unverified
7BERT-base 110M + MASAccuracy68.3Unverified
8USSM + Supervised Deepnet + 3 Knowledge BasesAccuracy66.7Unverified
9Word-level CNN+LSTM (full scoring)Accuracy60Unverified
10Subword-level Transformer LMAccuracy58.3Unverified
#ModelMetricClaimedVerifiedStatus
1BERT (pred POS/lemmas)Tags (Full) Acc82.5Unverified
2BERT (none)Tags (Full) Acc82Unverified
3BERT (gold POS/lemmas)Tags (Full) Acc81Unverified
4GloVe (gold POS/lemmas)Tags (Full) Acc79.3Unverified
5RoBERTa + LinearFull F1 (Preps)78.2Unverified
6GloVe (none)Tags (Full) Acc77.5Unverified
7GloVe (pred POS/lemmas)Tags (Full) Acc77.1Unverified
8SVM (feature-rich, gold syntax)Role F1 (Preps)62.2Unverified
9BiLSTM + MLP (gold syntax)Role F1 (Preps)62.2Unverified
10SVM (feature-rich, auto syntax)Role F1 (Preps)58.2Unverified
#ModelMetricClaimedVerifiedStatus
1CaseLaw-BERTCaseHOLD75.6Unverified
2Legal-BERTCaseHOLD75.1Unverified
3DeBERTaCaseHOLD72.1Unverified
4LongformerCaseHOLD72Unverified
5RoBERTaCaseHOLD71.7Unverified
6BERTCaseHOLD70.7Unverified
7BigBirdCaseHOLD70.4Unverified
#ModelMetricClaimedVerifiedStatus
1ConvBERT-DGAverage74.6Unverified
2ConvBERT-DG + Pre + MultiAverage73.8Unverified
3mslmAverage73.49Unverified
4ConvBERT + Pre + MultiAverage68.22Unverified
5BanLanGenAverage39.16Unverified
#ModelMetricClaimedVerifiedStatus
1ConvBERT + Pre + MultiAverage86.89Unverified
2mslmAverage85.83Unverified
3ConvBERT-DG + Pre + MultiAverage85.34Unverified
#ModelMetricClaimedVerifiedStatus
1MT-DNN-SMARTAverage89.9Unverified
2BERT-LARGEAverage82.1Unverified