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 19511978 of 1978 papers

TitleStatusHype
A Case Study and Qualitative Analysis of Simple Cross-Lingual Opinion MiningCode0
On Curriculum Learning for Commonsense ReasoningCode0
Semi-Supervised Dialogue Abstractive Summarization via High-Quality Pseudolabel SelectionCode0
Down and Across: Introducing Crossword-Solving as a New NLP BenchmarkCode0
Semi-supervised Ensemble Learning with Weak Supervision for Biomedical Relationship ExtractionCode0
A Study on the Calibration of In-context LearningCode0
The Impact of Language Adapters in Cross-Lingual Transfer for NLUCode0
Efficient Adaptation of Pretrained Transformers for Abstractive SummarizationCode0
A Social Robot with Inner Speech for Dietary GuidanceCode0
On-the-fly Denoising for Data Augmentation in Natural Language UnderstandingCode0
A Neural-Symbolic Approach to Natural Language UnderstandingCode0
The KITMUS Test: Evaluating Knowledge Integration from Multiple Sources in Natural Language Understanding SystemsCode0
Sentences with Gapping: Parsing and Reconstructing Elided PredicatesCode0
A Generalized Framework of Sequence Generation with Application to Undirected Sequence ModelsCode0
Sentiment Analysis of Cyberbullying Data in Social MediaCode0
Commonsense Knowledge Mining from Term DefinitionsCode0
Sequence-to-Sequence Spanish Pre-trained Language ModelsCode0
Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding DatasetsCode0
Do Massively Pretrained Language Models Make Better Storytellers?Code0
Domain Knowledge Empowered Structured Neural Net for End-to-End Event Temporal Relation ExtractionCode0
Domain Adversarial Fine-Tuning as an Effective RegularizerCode0
SERENGETI: Massively Multilingual Language Models for AfricaCode0
Several Experiments on Investigating Pretraining and Knowledge-Enhanced Models for Natural Language InferenceCode0
Do LLMs Memorize Recommendation Datasets? A Preliminary Study on MovieLens-1MCode0
A Neural Conversational ModelCode0
Tutorial on Answering Questions about Images with Deep LearningCode0
Adversarial Robustness of Prompt-based Few-Shot Learning for Natural Language UnderstandingCode0
Collapsed Language Models Promote FairnessCode0
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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