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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1826–1850 of 1978 papers

Title	Date	Tasks	Status
A Simple Machine Learning Method for Commonsense Reasoning? A Short Commentary on Trinh & Le (2018)	Oct 1, 2018	BIG-bench Machine LearningNatural Language Understanding	—Unverified
On the Winograd Schema: Situating Language Understanding in the Data-Information-Knowledge Continuum	Sep 30, 2018	Natural Language Understanding	—Unverified
Deep learning systems as complex networks	Sep 28, 2018	Deep LearningNatural Language Understanding	—Unverified
Automatic Data Expansion for Customer-care Spoken Language Understanding	Sep 27, 2018	Language ModellingNatural Language Understanding	—Unverified
A Re-ranker Scheme for Integrating Large Scale NLU models	Sep 25, 2018	Natural Language Understanding	—Unverified
From Audio to Semantics: Approaches to end-to-end spoken language understanding	Sep 24, 2018	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Using the Tsetlin Machine to Learn Human-Interpretable Rules for High-Accuracy Text Categorization with Medical Applications	Sep 12, 2018	CPUGPU	CodeCode Available
Explicit Contextual Semantics for Text Comprehension	Sep 8, 2018	Machine Reading ComprehensionNatural Language Understanding	—Unverified
Multi-Perspective Context Aggregation for Semi-supervised Cloze-style Reading Comprehension	Aug 20, 2018	Cloze TestNatural Language Understanding	—Unverified
The Text-Based Adventure AI Competition	Aug 3, 2018	Board GamesNatural Language Understanding	CodeCode Available
Concept Tagging for Natural Language Understanding: Two Decadelong Algorithm Development	Jul 27, 2018	Natural Language UnderstandingVocal Bursts Valence Prediction	CodeCode Available
Statistical Model Compression for Small-Footprint Natural Language Understanding	Jul 19, 2018	Model CompressionNatural Language Understanding	—Unverified
A deep learning approach for understanding natural language commands for mobile service robots	Jul 9, 2018	Action DetectionIntent Detection	—Unverified
YouTube for Patient Education: A Deep Learning Approach for Understanding Medical Knowledge from User-Generated Videos	Jul 6, 2018	BIG-bench Machine LearningDeep Learning	—Unverified
Natural Language Processing for Information Extraction	Jul 6, 2018	Articlescoreference-resolution	CodeCode Available
Chinese Lexical Analysis with Deep Bi-GRU-CRF Network	Jul 5, 2018	Lexical Analysisnamed-entity-recognition	CodeCode Available
Intent Generation for Goal-Oriented Dialogue Systems based on Schema.org Annotations	Jul 3, 2018	Goal-Oriented Dialogue SystemsNatural Language Understanding	—Unverified
Jack the Reader -- A Machine Reading Framework	Jul 1, 2018	ArticlesInformation Retrieval	CodeCode Available
Document Modeling with External Attention for Sentence Extraction	Jul 1, 2018	Answer SelectionDocument Summarization	CodeCode Available
CRUISE: Cold-Start New Skill Development via Iterative Utterance Generation	Jul 1, 2018	Natural Language Understanding	—Unverified
Efficient Large-Scale Neural Domain Classification with Personalized Attention	Jul 1, 2018	Classificationdomain classification	—Unverified
Visual Attention Model for Name Tagging in Multimodal Social Media	Jul 1, 2018	Natural Language UnderstandingQuestion Answering	—Unverified
Mining Cross-Cultural Differences and Similarities in Social Media	Jul 1, 2018	Machine TranslationNatural Language Understanding	—Unverified
EmotionX-SmartDubai\_NLP: Detecting User Emotions In Social Media Text	Jul 1, 2018	Feature EngineeringGeneral Classification	—Unverified
Will it Blend? Blending Weak and Strong Labeled Data in a Neural Network for Argumentation Mining	Jul 1, 2018	Information RetrievalNatural Language Understanding	—Unverified

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All datasets PDP60 STREUSLE LexGLUE DialoGLUE fewshot DialoGLUE full GLUE

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	HNN	Accuracy	90	—	Unverified
2	UDSSM-II (ensemble)	Accuracy	78.3	—	Unverified
3	BERT-large 340M	Accuracy	78.3	—	Unverified
4	UDSSM-I (ensemble)	Accuracy	76.7	—	Unverified
5	DSSM	Accuracy	75	—	Unverified
6	UDSSM-II	Accuracy	75	—	Unverified
7	BERT-base 110M + MAS	Accuracy	68.3	—	Unverified
8	USSM + Supervised Deepnet + 3 Knowledge Bases	Accuracy	66.7	—	Unverified
9	Word-level CNN+LSTM (full scoring)	Accuracy	60	—	Unverified
10	Subword-level Transformer LM	Accuracy	58.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BERT (pred POS/lemmas)	Tags (Full) Acc	82.5	—	Unverified
2	BERT (none)	Tags (Full) Acc	82	—	Unverified
3	BERT (gold POS/lemmas)	Tags (Full) Acc	81	—	Unverified
4	GloVe (gold POS/lemmas)	Tags (Full) Acc	79.3	—	Unverified
5	RoBERTa + Linear	Full F1 (Preps)	78.2	—	Unverified
6	GloVe (none)	Tags (Full) Acc	77.5	—	Unverified
7	GloVe (pred POS/lemmas)	Tags (Full) Acc	77.1	—	Unverified
8	SVM (feature-rich, gold syntax)	Role F1 (Preps)	62.2	—	Unverified
9	BiLSTM + MLP (gold syntax)	Role F1 (Preps)	62.2	—	Unverified
10	SVM (feature-rich, auto syntax)	Role F1 (Preps)	58.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CaseLaw-BERT	CaseHOLD	75.6	—	Unverified
2	Legal-BERT	CaseHOLD	75.1	—	Unverified
3	DeBERTa	CaseHOLD	72.1	—	Unverified
4	Longformer	CaseHOLD	72	—	Unverified
5	RoBERTa	CaseHOLD	71.7	—	Unverified
6	BERT	CaseHOLD	70.7	—	Unverified
7	BigBird	CaseHOLD	70.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ConvBERT-DG	Average	74.6	—	Unverified
2	ConvBERT-DG + Pre + Multi	Average	73.8	—	Unverified
3	mslm	Average	73.49	—	Unverified
4	ConvBERT + Pre + Multi	Average	68.22	—	Unverified
5	BanLanGen	Average	39.16	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ConvBERT + Pre + Multi	Average	86.89	—	Unverified
2	mslm	Average	85.83	—	Unverified
3	ConvBERT-DG + Pre + Multi	Average	85.34	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MT-DNN-SMART	Average	89.9	—	Unverified
2	BERT-LARGE	Average	82.1	—	Unverified