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 1576–1600 of 1978 papers

Title	Date	Tasks	Status	Hype
Data Annealing for Informal Language Understanding Tasks	Apr 24, 2020	Natural Language UnderstandingTransfer Learning	—Unverified	0
Probabilistically Masked Language Model Capable of Autoregressive Generation in Arbitrary Word Order	Apr 24, 2020	Language ModelingLanguage Modelling	CodeCode Available	1
A Review of Winograd Schema Challenge Datasets and Approaches	Apr 23, 2020	Natural Language Understanding	—Unverified	0
Adversarial Training for Large Neural Language Models	Apr 20, 2020	Natural Language InferenceNatural Language Understanding	—Unverified	0
Show Us the Way: Learning to Manage Dialog from Demonstrations	Apr 17, 2020	dialog state trackingManagement	—Unverified	0
TOD-BERT: Pre-trained Natural Language Understanding for Task-Oriented Dialogue	Apr 15, 2020	Dialogue State TrackingIntent Detection	CodeCode Available	1
Cross-Lingual Semantic Role Labeling with High-Quality Translated Training Corpus	Apr 14, 2020	Natural Language UnderstandingSemantic Role Labeling	CodeCode Available	1
PALM: Pre-training an Autoencoding&Autoregressive Language Model for Context-conditioned Generation	Apr 14, 2020	Abstractive Text SummarizationConversational Response Generation	CodeCode Available	1
CLUE: A Chinese Language Understanding Evaluation Benchmark	Apr 13, 2020	General ClassificationMachine Reading Comprehension	CodeCode Available	2
Unsupervised Commonsense Question Answering with Self-Talk	Apr 11, 2020	Language ModelingLanguage Modelling	CodeCode Available	1
Identifying Distributional Perspective Differences from Colingual Groups	Apr 10, 2020	Natural Language Understanding	CodeCode Available	0
LadaBERT: Lightweight Adaptation of BERT through Hybrid Model Compression	Apr 8, 2020	BlockingKnowledge Distillation	—Unverified	0
Are Natural Language Inference Models IMPPRESsive? Learning IMPlicature and PRESupposition	Apr 7, 2020	DiagnosticImplicatures	CodeCode Available	1
KorNLI and KorSTS: New Benchmark Datasets for Korean Natural Language Understanding	Apr 7, 2020	Natural Language InferenceNatural Language Understanding	CodeCode Available	1
CG-BERT: Conditional Text Generation with BERT for Generalized Few-shot Intent Detection	Apr 4, 2020	Conditional Text GenerationIntent Detection	—Unverified	0
Benchmarking Machine Reading Comprehension: A Psychological Perspective	Apr 4, 2020	BenchmarkingMachine Reading Comprehension	—Unverified	0
XGLUE: A New Benchmark Dataset for Cross-lingual Pre-training, Understanding and Generation	Apr 3, 2020	Natural Language UnderstandingXLM-R	CodeCode Available	1
Sum-product networks: A survey	Apr 2, 2020	Natural Language UnderstandingSurvey	CodeCode Available	1
ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generators	Mar 23, 2020	GPULanguage Modeling	CodeCode Available	1
Prior Knowledge Driven Label Embedding for Slot Filling in Natural Language Understanding	Mar 22, 2020	Domain AdaptationNatural Language Understanding	—Unverified	0
Temporal Embeddings and Transformer Models for Narrative Text Understanding	Mar 19, 2020	ClusteringDe-aliasing	—Unverified	0
Ecological Semantics: Programming Environments for Situated Language Understanding	Mar 10, 2020	Common Sense ReasoningGrounded language learning	—Unverified	0
Zero-Shot Cross-Lingual Transfer with Meta Learning	Mar 5, 2020	Cross-Lingual TransferFew-Shot NLI	CodeCode Available	1
Convo: What does conversational programming need? An exploration of machine learning interface design	Mar 3, 2020	BIG-bench Machine LearningGoal-Oriented Dialog	—Unverified	0
UniLMv2: Pseudo-Masked Language Models for Unified Language Model Pre-Training	Feb 28, 2020	Abstractive Text SummarizationDecoder	CodeCode Available	1

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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