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 16011650 of 1978 papers

TitleStatusHype
Bridging the Gap between Spatial and Spectral Domains: A Survey on Graph Neural Networks0
Multi-task Learning with Multi-head Attention for Multi-choice Reading Comprehension0
A Toolkit for Generating Code Knowledge GraphsCode1
The Microsoft Toolkit of Multi-Task Deep Neural Networks for Natural Language Understanding0
Incorporating BERT into Neural Machine TranslationCode1
Stress Test Evaluation of Transformer-based Models in Natural Language Understanding Tasks0
Learning to Compare for Better Training and Evaluation of Open Domain Natural Language Generation Models0
Fine-Tuning BERT for Schema-Guided Zero-Shot Dialogue State Tracking0
Detecting Emotion Primitives from Speech and their use in discerning Categorical Emotions0
Dual Convolutional LSTM Network for Referring Image Segmentation0
On the Importance of Word Order Information in Cross-lingual Sequence Labeling0
Generation-Distillation for Efficient Natural Language Understanding in Low-Data Settings0
PoWER-BERT: Accelerating BERT Inference via Progressive Word-vector EliminationCode1
Graph Constrained Reinforcement Learning for Natural Language Action SpacesCode1
User-in-the-loop Adaptive Intent Detection for Instructable Digital AssistantCode0
Improving Spoken Language Understanding By Exploiting ASR N-best Hypotheses0
Exploring and Improving Robustness of Multi Task Deep Neural Networks via Domain Agnostic DefensesCode0
The Effect of Data Ordering in Image Classification0
Pseudo-Masked Language Models for Unified Language Model Pre-Training0
Stacked DeBERT: All Attention in Incomplete Data for Text ClassificationCode1
ORB: An Open Reading Benchmark for Comprehensive Evaluation of Machine Reading Comprehension0
Hybrid MemNet for Extractive Summarization0
Unity in Diversity: Learning Distributed Heterogeneous Sentence Representation for Extractive Summarization0
Learning and Evaluating Contextual Embedding of Source CodeCode0
WaLDORf: Wasteless Language-model Distillation On Reading-comprehension0
EDA: Enriching Emotional Dialogue Acts using an Ensemble of Neural AnnotatorsCode0
Argument Mining: A Survey0
Semi-supervised Visual Feature Integration for Pre-trained Language Models0
Designing the Next Generation of Intelligent Personal Robotic Assistants for the Physically Impaired0
PIQA: Reasoning about Physical Commonsense in Natural LanguageCode1
Cost-Based Goal Recognition Meets Deep Learning0
Attention-Informed Mixed-Language Training for Zero-shot Cross-lingual Task-oriented Dialogue SystemsCode0
Learning to Control Latent Representations for Few-Shot Learning of Named Entities0
An Annotated Corpus of Reference Resolution for Interpreting Common GroundingCode1
Bootstrapping NLU Models with Multi-task Learning0
Sparse associative memory based on contextual code learning for disambiguating word senses0
Unsupervised Pre-training for Natural Language Generation: A Literature Review0
Can a Gorilla Ride a Camel? Learning Semantic Plausibility from Text0
The Deep Learning Revolution and Its Implications for Computer Architecture and Chip Design0
Neural Architecture Search for Natural Language Understanding0
Zero-shot Cross-lingual Dialogue Systems with Transferable Latent Variables0
Syntax-Infused Transformer and BERT models for Machine Translation and Natural Language Understanding0
Increasing Robustness to Spurious Correlations using Forgettable Examples0
INSET: Sentence Infilling with INter-SEntential TransformerCode0
How Decoding Strategies Affect the Verifiability of Generated TextCode0
SMART: Robust and Efficient Fine-Tuning for Pre-trained Natural Language Models through Principled Regularized OptimizationCode1
A Spoken Dialogue System for Spatial Question Answering in a Physical Blocks World0
Deepening Hidden Representations from Pre-trained Language Models0
VASTA: A Vision and Language-assisted Smartphone Task Automation System0
Entity resolution for noisy ASR transcripts0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1HNNAccuracy90Unverified
2UDSSM-II (ensemble)Accuracy78.3Unverified
3BERT-large 340MAccuracy78.3Unverified
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