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 551–575 of 1978 papers

Title	Date	Tasks	Status	Hype
MLP Fusion: Towards Efficient Fine-tuning of Dense and Mixture-of-Experts Language Models	Jul 18, 2023	Language ModellingMixture-of-Experts	CodeCode Available	1
Is Prompt-Based Finetuning Always Better than Vanilla Finetuning? Insights from Cross-Lingual Language Understanding	Jul 15, 2023	Cross-Lingual TransferNatural Language Inference	CodeCode Available	0
A Dialogue System for Assessing Activities of Daily Living: Improving Consistency with Grounded Knowledge	Jul 15, 2023	Natural Language UnderstandingText Generation	—Unverified	0
Improving BERT with Hybrid Pooling Network and Drop Mask	Jul 14, 2023	Language ModelingLanguage Modelling	—Unverified	0
VELMA: Verbalization Embodiment of LLM Agents for Vision and Language Navigation in Street View	Jul 12, 2023	Decision MakingNatural Language Understanding	CodeCode Available	1
BLUEX: A benchmark based on Brazilian Leading Universities Entrance eXams	Jul 11, 2023	Natural Language Understanding	CodeCode Available	1
Natural Language Instructions for Intuitive Human Interaction with Robotic Assistants in Field Construction Work	Jul 9, 2023	Language ModellingNatural Language Understanding	—Unverified	0
ScriptWorld: Text Based Environment For Learning Procedural Knowledge	Jul 8, 2023	Language ModelingLanguage Modelling	CodeCode Available	1
Teach Me How to Learn: A Perspective Review towards User-centered Neuro-symbolic Learning for Robotic Surgical Systems	Jul 7, 2023	Natural Language UnderstandingSensor Fusion	—Unverified	0
Enhancing LLM with Evolutionary Fine Tuning for News Summary Generation	Jul 6, 2023	Natural Language Understanding	—Unverified	0
Distilling Large Vision-Language Model with Out-of-Distribution Generalizability	Jul 6, 2023	Few-Shot Image ClassificationImage Classification	CodeCode Available	1
In-Context Learning for Attention Scheme: from Single Softmax Regression to Multiple Softmax Regression via a Tensor Trick	Jul 5, 2023	In-Context LearningNatural Language Understanding	—Unverified	0
HeGeL: A Novel Dataset for Geo-Location from Hebrew Text	Jul 2, 2023	Natural Language UnderstandingRetrieval	CodeCode Available	0
Revisiting Sample Size Determination in Natural Language Understanding	Jul 1, 2023	Active LearningNatural Language Understanding	CodeCode Available	0
A negation detection assessment of GPTs: analysis with the xNot360 dataset	Jun 29, 2023	Natural Language UnderstandingNegation	—Unverified	0
SkillNet-X: A Multilingual Multitask Model with Sparsely Activated Skills	Jun 28, 2023	Mixture-of-ExpertsNatural Language Understanding	—Unverified	0
Training Transformers with 4-bit Integers	Jun 21, 2023	image-classificationImage Classification	CodeCode Available	1
Joint Prompt Optimization of Stacked LLMs using Variational Inference	Jun 21, 2023	Natural Language UnderstandingVariational Inference	CodeCode Available	1
Federated Self-Learning with Weak Supervision for Speech Recognition	Jun 21, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
LoSparse: Structured Compression of Large Language Models based on Low-Rank and Sparse Approximation	Jun 20, 2023	DiversityModel Compression	—Unverified	0
Surfer: Progressive Reasoning with World Models for Robotic Manipulation	Jun 20, 2023	Decision MakingMuJoCo	—Unverified	0
Adversarial Robustness of Prompt-based Few-Shot Learning for Natural Language Understanding	Jun 19, 2023	Adversarial RobustnessFew-Shot Learning	CodeCode Available	0
Multilingual Few-Shot Learning via Language Model Retrieval	Jun 19, 2023	Few-Shot LearningIn-Context Learning	—Unverified	0
Data Selection for Fine-tuning Large Language Models Using Transferred Shapley Values	Jun 16, 2023	Data ValuationLanguage Modeling	CodeCode Available	0
Bridging the Gap between Decision and Logits in Decision-based Knowledge Distillation for Pre-trained Language Models	Jun 15, 2023	Data AugmentationKnowledge Distillation	CodeCode Available	0

Show:10 25 50

← PrevPage 23 of 80Next →

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