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
The Unstoppable Rise of Computational Linguistics in Deep Learning0
GOBO: Quantizing Attention-Based NLP Models for Low Latency and Energy Efficient Inference0
Probing Linguistic SystematicityCode0
Potential, Challenges and Future Directions for Deep Learning in Prognostics and Health Management Applications0
How Can We Accelerate Progress Towards Human-like Linguistic Generalization?0
SAPPHIRE: Simple Aligner for Phrasal Paraphrase with Hierarchical Representation0
Language (Re)modelling: Towards Embodied Language Understanding0
Handling Noun-Noun Coreference in Tamil0
Is Language Modeling Enough? Evaluating Effective Embedding Combinations0
Mandarinograd: A Chinese Collection of Winograd Schemas0
Inference Annotation of a Chinese Corpus for Opinion Mining0
Intermediate-Task Transfer Learning with Pretrained Models for Natural Language Understanding: When and Why Does It Work?0
Corpus Generation for Voice Command in Smart Home and the Effect of Speech Synthesis on End-to-End SLU0
Dialogue-AMR: Abstract Meaning Representation for Dialogue0
RikiNet: Reading Wikipedia Pages for Natural Question Answering0
Learning to Rank Intents in Voice Assistants0
Hierarchical Encoders for Modeling and Interpreting Screenplays0
Enriched Pre-trained Transformers for Joint Slot Filling and Intent Detection0
FitChat: Conversational Artificial Intelligence Interventions for Encouraging Physical Activity in Older Adults0
Semantics-Aware Inferential Network for Natural Language Understanding0
Beyond 512 Tokens: Siamese Multi-depth Transformer-based Hierarchical Encoder for Long-Form Document MatchingCode0
Data Annealing for Informal Language Understanding Tasks0
A Review of Winograd Schema Challenge Datasets and Approaches0
Adversarial Training for Large Neural Language Models0
Show Us the Way: Learning to Manage Dialog from Demonstrations0
Identifying Distributional Perspective Differences from Colingual GroupsCode0
LadaBERT: Lightweight Adaptation of BERT through Hybrid Model Compression0
CG-BERT: Conditional Text Generation with BERT for Generalized Few-shot Intent Detection0
Benchmarking Machine Reading Comprehension: A Psychological Perspective0
Prior Knowledge Driven Label Embedding for Slot Filling in Natural Language Understanding0
Temporal Embeddings and Transformer Models for Narrative Text Understanding0
Ecological Semantics: Programming Environments for Situated Language Understanding0
Convo: What does conversational programming need? An exploration of machine learning interface design0
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
The Microsoft Toolkit of Multi-Task Deep Neural Networks for Natural Language Understanding0
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
On the Importance of Word Order Information in Cross-lingual Sequence Labeling0
Dual Convolutional LSTM Network for Referring Image Segmentation0
Generation-Distillation for Efficient Natural Language Understanding in Low-Data Settings0
User-in-the-loop Adaptive Intent Detection for Instructable Digital AssistantCode0
Exploring and Improving Robustness of Multi Task Deep Neural Networks via Domain Agnostic DefensesCode0
Improving Spoken Language Understanding By Exploiting ASR N-best Hypotheses0
The Effect of Data Ordering in Image Classification0
Pseudo-Masked Language Models for Unified Language Model Pre-Training0
ORB: An Open Reading Benchmark for Comprehensive Evaluation of Machine Reading Comprehension0
Unity in Diversity: Learning Distributed Heterogeneous Sentence Representation for Extractive Summarization0
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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