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 1626–1650 of 1978 papers

Title	Date	Tasks	Status	Hype
EDA: Enriching Emotional Dialogue Acts using an Ensemble of Neural Annotators	Dec 2, 2019	Dialogue Act ClassificationEmotional Dialogue Acts	CodeCode Available	0
Argument Mining: A Survey	Dec 1, 2019	Argument MiningNatural Language Understanding	—Unverified	0
Semi-supervised Visual Feature Integration for Pre-trained Language Models	Dec 1, 2019	Natural Language InferenceNatural Language Understanding	—Unverified	0
Designing the Next Generation of Intelligent Personal Robotic Assistants for the Physically Impaired	Nov 28, 2019	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
PIQA: Reasoning about Physical Commonsense in Natural Language	Nov 26, 2019	ArticlesCommon Sense Reasoning	CodeCode Available	1
Cost-Based Goal Recognition Meets Deep Learning	Nov 22, 2019	Deep LearningIntent Detection	—Unverified	0
Attention-Informed Mixed-Language Training for Zero-shot Cross-lingual Task-oriented Dialogue Systems	Nov 21, 2019	Dialogue State TrackingIntent Detection	CodeCode Available	0
Learning to Control Latent Representations for Few-Shot Learning of Named Entities	Nov 19, 2019	Few-Shot LearningManagement	—Unverified	0
An Annotated Corpus of Reference Resolution for Interpreting Common Grounding	Nov 18, 2019	Coreference ResolutionGoal-Oriented Dialog	CodeCode Available	1
Bootstrapping NLU Models with Multi-task Learning	Nov 15, 2019	General ClassificationMulti-Task Learning	—Unverified	0
Sparse associative memory based on contextual code learning for disambiguating word senses	Nov 14, 2019	Language ModelingLanguage Modelling	—Unverified	0
Unsupervised Pre-training for Natural Language Generation: A Literature Review	Nov 13, 2019	Natural Language UnderstandingText Generation	—Unverified	0
Can a Gorilla Ride a Camel? Learning Semantic Plausibility from Text	Nov 13, 2019	Natural Language Understanding	—Unverified	0
The Deep Learning Revolution and Its Implications for Computer Architecture and Chip Design	Nov 13, 2019	BIG-bench Machine LearningNatural Language Understanding	—Unverified	0
Neural Architecture Search for Natural Language Understanding	Nov 11, 2019	AvgLanguage Modeling	—Unverified	0
Zero-shot Cross-lingual Dialogue Systems with Transferable Latent Variables	Nov 11, 2019	Intent DetectionNatural Language Understanding	—Unverified	0
Syntax-Infused Transformer and BERT models for Machine Translation and Natural Language Understanding	Nov 10, 2019	Machine TranslationNatural Language Understanding	—Unverified	0
Increasing Robustness to Spurious Correlations using Forgettable Examples	Nov 10, 2019	Natural Language InferenceNatural Language Understanding	—Unverified	0
INSET: Sentence Infilling with INter-SEntential Transformer	Nov 10, 2019	Natural Language UnderstandingSentence	CodeCode Available	0
How Decoding Strategies Affect the Verifiability of Generated Text	Nov 9, 2019	Language ModellingNatural Language Understanding	CodeCode Available	0
SMART: Robust and Efficient Fine-Tuning for Pre-trained Natural Language Models through Principled Regularized Optimization	Nov 8, 2019	Linguistic AcceptabilityNatural Language Inference	CodeCode Available	1
A Spoken Dialogue System for Spatial Question Answering in a Physical Blocks World	Nov 6, 2019	Natural Language UnderstandingQuestion Answering	—Unverified	0
Deepening Hidden Representations from Pre-trained Language Models	Nov 5, 2019	Natural Language Understanding	—Unverified	0
VASTA: A Vision and Language-assisted Smartphone Task Automation System	Nov 4, 2019	ClusteringNatural Language Understanding	—Unverified	0
Entity resolution for noisy ASR transcripts	Nov 1, 2019	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0

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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