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 101125 of 1978 papers

TitleStatusHype
data2vec: A General Framework for Self-supervised Learning in Speech, Vision and LanguageCode1
Attention Is (not) All You Need for Commonsense ReasoningCode1
AceGPT, Localizing Large Language Models in ArabicCode1
A Dataset for Statutory Reasoning in Tax Law Entailment and Question AnsweringCode1
Baby's CoThought: Leveraging Large Language Models for Enhanced Reasoning in Compact ModelsCode1
Analyzing Multi-Task Learning for Abstractive Text SummarizationCode1
BARThez: a Skilled Pretrained French Sequence-to-Sequence ModelCode1
An Annotated Corpus of Reference Resolution for Interpreting Common GroundingCode1
BanglaBERT: Language Model Pretraining and Benchmarks for Low-Resource Language Understanding Evaluation in BanglaCode1
CSKG: The CommonSense Knowledge GraphCode1
Benchmarking Natural Language Understanding Services for building Conversational AgentsCode1
Belief Revision based Caption Re-ranker with Visual Semantic InformationCode1
Benchmarking Robustness of Machine Reading Comprehension ModelsCode1
Does It Make Sense? And Why? A Pilot Study for Sense Making and ExplanationCode1
On the Importance of Effectively Adapting Pretrained Language Models for Active LearningCode1
An Empirical Study of Tokenization Strategies for Various Korean NLP TasksCode1
C-STS: Conditional Semantic Textual SimilarityCode1
BERT for Joint Intent Classification and Slot FillingCode1
DialoGLUE: A Natural Language Understanding Benchmark for Task-Oriented DialogueCode1
ELECTRA: Pre-training Text Encoders as Discriminators Rather Than GeneratorsCode1
BiPFT: Binary Pre-trained Foundation Transformer with Low-rank Estimation of Binarization Residual PolynomialsCode1
Dual Supervised Learning for Natural Language Understanding and GenerationCode1
AllenNLP: A Deep Semantic Natural Language Processing PlatformCode1
Efficient Deep Learning: A Survey on Making Deep Learning Models Smaller, Faster, and BetterCode1
Convolution-enhanced Evolving Attention NetworksCode1
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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