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 501–525 of 1978 papers

Title	Date	Tasks	Status
A Deep Learning System for Domain-specific Speech Recognition	Mar 18, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Dense Feature Memory Augmented Transformers for COVID-19 Vaccination Search Classification	Dec 16, 2022	Natural Language Understanding	—Unverified
Core Building Blocks: Next Gen Geo Spatial GPT Application	Oct 17, 2023	Natural Language Understanding	—Unverified
COREALMLIB: An ALM Library Translated from the Component Library	Aug 6, 2016	Natural Language UnderstandingTranslation	—Unverified
DERA: Enhancing Large Language Model Completions with Dialog-Enabled Resolving Agents	Mar 30, 2023	Conversation SummarizationLanguage Modeling	—Unverified
BaSCo: An Annotated Basque-Spanish Code-Switching Corpus for Natural Language Understanding	Jun 1, 2022	Natural Language Understanding	—Unverified
Design considerations for a hierarchical semantic compositional framework for medical natural language understanding	Apr 5, 2022	Natural Language UnderstandingSemantic Composition	—Unverified
Designing Templates for Eliciting Commonsense Knowledge from Pretrained Sequence-to-Sequence Models	Dec 1, 2020	Multiple-choiceNatural Language Understanding	—Unverified
Attentive Task-Agnostic Meta-Learning for Few-Shot Text Classification	May 1, 2019	ClassificationFew-Shot Text Classification	—Unverified
Detecting Emotion Carriers by Combining Acoustic and Lexical Representations	Dec 13, 2021	Emotion RecognitionNatural Language Understanding	—Unverified
End-to-End Self-Debiasing Framework for Robust NLU Training	Sep 5, 2021	Natural Language Understanding	—Unverified
End-to-End Spoken Language Understanding: Performance analyses of a voice command task in a low resource setting	Jul 17, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Enhanced Recommendation Combining Collaborative Filtering and Large Language Models	Dec 25, 2024	Collaborative FilteringDiversity	—Unverified
CopyBERT: A Unified Approach to Question Generation with Self-Attention	Jul 1, 2020	Dependency ParsingLanguage Modeling	—Unverified
Convo: What does conversational programming need? An exploration of machine learning interface design	Mar 3, 2020	BIG-bench Machine LearningGoal-Oriented Dialog	—Unverified
Convex Polytope Modelling for Unsupervised Derivation of Semantic Structure for Data-efficient Natural Language Understanding	Jan 25, 2022	Natural Language Understanding	—Unverified
Attentive Contextual Carryover for Multi-Turn End-to-End Spoken Language Understanding	Dec 13, 2021	Natural Language UnderstandingSpoken Language Understanding	—Unverified
Conversation Routines: A Prompt Engineering Framework for Task-Oriented Dialog Systems	Jan 20, 2025	Natural Language UnderstandingPrompt Engineering	—Unverified
Conversational Machine Comprehension: a Literature Review	Jun 1, 2020	Machine Reading ComprehensionNatural Language Understanding	—Unverified
Analyzing Bagging Methods for Language Models	Jul 19, 2022	Natural Language Understanding	—Unverified
Conversational AI: The Science Behind the Alexa Prize	Jan 11, 2018	ManagementNatural Language Understanding	—Unverified
A deep learning approach for understanding natural language commands for mobile service robots	Jul 9, 2018	Action DetectionIntent Detection	—Unverified
A character representation enhanced on-device Intent Classification	Jan 12, 2021	ClassificationGeneral Classification	—Unverified
End-to-End Evaluation of a Spoken Dialogue System for Learning Basic Mathematics	Nov 7, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Contrastive Representation Learning for Cross-Document Coreference Resolution of Events and Entities	May 23, 2022	Binary ClassificationContrastive Learning	—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