SOTAVerified

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

Showing 13511400 of 1978 papers

TitleStatusHype
Evaluating Cross-Lingual Transfer Learning Approaches in Multilingual Conversational Agent Models0
A Comparison of Natural Language Understanding Platforms for Chatbots in Software Engineering0
Fine-tuning BERT for Low-Resource Natural Language Understanding via Active Learning0
Delexicalized Paraphrase Generation0
LangResearchLab_NC at FinCausal 2020, Task 1: A Knowledge Induced Neural Net for Causality Detection0
Seeing the World through Text: Evaluating Image Descriptions for Commonsense Reasoning in Machine Reading Comprehension0
Neighbor Contextual Information Learners for Joint Intent and Slot Prediction0
Semantic Slot Prediction on low corpus data using finite user defined list0
Unified Multi Intent Order and Slot Prediction using Selective Learning Propagation0
Distill and Replay for Continual Language Learning0
Semantic Diversity for Natural Language Understanding Evaluation in Dialog Systems0
Multi-task Learning of Spoken Language Understanding by Integrating N-Best Hypotheses with Hierarchical Attention0
Designing Templates for Eliciting Commonsense Knowledge from Pretrained Sequence-to-Sequence Models0
A Straightforward Approach to Narratologically Grounded Character Identification0
An empirical analysis of existing systems and datasets toward general simple question answeringCode0
A Multitask Active Learning Framework for Natural Language Understanding0
Intra-Correlation Encoding for Chinese Sentence Intention MatchingCode0
Identifying Motion Entities in Natural Language and A Case Study for Named Entity Recognition0
Incorporating Syntax and Frame Semantics in Neural Network for Machine Reading Comprehension0
Schema Aware Semantic Reasoning for Interpreting Natural Language Queries in Enterprise Settings0
STIL - Simultaneous Slot Filling, Translation, Intent Classification, and Language Identification: Initial Results using mBART on MultiATIS++Code0
Document-Level Neural Machine Translation Using BERT as Context Encoder0
NLU-Co at SemEval-2020 Task 5: NLU/SVM Based Model Apply Tocharacterise and Extract Counterfactual Items on Raw Data0
KDE SenseForce at SemEval-2020 Task 4: Exploiting BERT for Commonsense Validation and Explanation0
DEEPYANG at SemEval-2020 Task 4: Using the Hidden Layer State of BERT Model for Differentiating Common Sense0
Team Solomon at SemEval-2020 Task 4: Be Reasonable: Exploiting Large-scale Language Models for Commonsense Reasoning0
CLIMATE-FEVER: A Dataset for Verification of Real-World Climate Claims0
Extreme Model Compression for On-device Natural Language Understanding0
Braid: Weaving Symbolic and Neural Knowledge into Coherent Logical ExplanationsCode1
AutoNLU: An On-demand Cloud-based Natural Language Understanding System for Enterprises0
GLGE: A New General Language Generation Evaluation BenchmarkCode1
Fact-level Extractive Summarization with Hierarchical Graph Mask on BERTCode1
A Sequence-to-Sequence Approach to Dialogue State TrackingCode1
Gunrock 2.0: A User Adaptive Social Conversational System0
Dialog Simulation with Realistic Variations for Training Goal-Oriented Conversational Systems0
Audrey: A Personalized Open-Domain Conversational Bot0
Personalized Query Rewriting in Conversational AI Agents0
Action State Update Approach to Dialogue Management0
Low-Resource Adaptation of Neural NLP Models0
Improving Commonsense Question Answering by Graph-based Iterative Retrieval over Multiple Knowledge Sources0
Language Model is All You Need: Natural Language Understanding as Question Answering0
Supervised Contrastive Learning for Pre-trained Language Model Fine-tuningCode1
Generating Synthetic Data for Task-Oriented Semantic Parsing with Hierarchical Representations0
Attention Beam: An Image Captioning Approach0
Meta-Learning for Natural Language Understanding under Continual Learning FrameworkCode0
Warped Language Models for Noise Robust Language Understanding0
Comparison by Conversion: Reverse-Engineering UCCA from Syntax and Lexical SemanticsCode1
Adapting Pretrained Transformer to Lattices for Spoken Language UnderstandingCode1
Monash-Summ@LongSumm 20 SciSummPip: An Unsupervised Scientific Paper Summarization Pipeline0
Deeply Embedded Knowledge Representation & Reasoning For Natural Language Question Answering: A Practitioner’s Perspective0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1HNNAccuracy90Unverified
2BERT-large 340MAccuracy78.3Unverified
3UDSSM-II (ensemble)Accuracy78.3Unverified
4UDSSM-I (ensemble)Accuracy76.7Unverified
5DSSMAccuracy75Unverified
6UDSSM-IIAccuracy75Unverified
7BERT-base 110M + MASAccuracy68.3Unverified
8USSM + Supervised Deepnet + 3 Knowledge BasesAccuracy66.7Unverified
9Word-level CNN+LSTM (full scoring)Accuracy60Unverified
10Subword-level Transformer LMAccuracy58.3Unverified
#ModelMetricClaimedVerifiedStatus
1BERT (pred POS/lemmas)Tags (Full) Acc82.5Unverified
2BERT (none)Tags (Full) Acc82Unverified
3BERT (gold POS/lemmas)Tags (Full) Acc81Unverified
4GloVe (gold POS/lemmas)Tags (Full) Acc79.3Unverified
5RoBERTa + LinearFull F1 (Preps)78.2Unverified
6GloVe (none)Tags (Full) Acc77.5Unverified
7GloVe (pred POS/lemmas)Tags (Full) Acc77.1Unverified
8SVM (feature-rich, gold syntax)Role F1 (Preps)62.2Unverified
9BiLSTM + MLP (gold syntax)Role F1 (Preps)62.2Unverified
10SVM (feature-rich, auto syntax)Role F1 (Preps)58.2Unverified
#ModelMetricClaimedVerifiedStatus
1CaseLaw-BERTCaseHOLD75.6Unverified
2Legal-BERTCaseHOLD75.1Unverified
3DeBERTaCaseHOLD72.1Unverified
4LongformerCaseHOLD72Unverified
5RoBERTaCaseHOLD71.7Unverified
6BERTCaseHOLD70.7Unverified
7BigBirdCaseHOLD70.4Unverified
#ModelMetricClaimedVerifiedStatus
1ConvBERT-DGAverage74.6Unverified
2ConvBERT-DG + Pre + MultiAverage73.8Unverified
3mslmAverage73.49Unverified
4ConvBERT + Pre + MultiAverage68.22Unverified
5BanLanGenAverage39.16Unverified
#ModelMetricClaimedVerifiedStatus
1ConvBERT + Pre + MultiAverage86.89Unverified
2mslmAverage85.83Unverified
3ConvBERT-DG + Pre + MultiAverage85.34Unverified
#ModelMetricClaimedVerifiedStatus
1MT-DNN-SMARTAverage89.9Unverified
2BERT-LARGEAverage82.1Unverified