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 19511978 of 1978 papers

TitleStatusHype
Listen, Attend, and Walk: Neural Mapping of Navigational Instructions to Action SequencesCode0
Do Multi-Sense Embeddings Improve Natural Language Understanding?0
Modeling meaning: computational interpreting and understanding of natural language fragments0
Improving the Inference of Implicit Discourse Relations via Classifying Explicit Discourse Connectives0
Predicate Argument Alignment using a Global Coherence ModelCode0
Lexicon-Free Conversational Speech Recognition with Neural Networks0
Weakly Supervised Slot Tagging with Partially Labeled Sequences from Web Search Click Logs0
Semantic Grounding in Dialogue for Complex Problem Solving0
A Probabilistic Framework for Representing Dialog Systems and Entropy-Based Dialog Management through Dynamic Stochastic State Evolution0
Long Short-Term Memory Over Tree Structures0
Reasoning about Quantities in Natural Language0
Resolution of Difficult Pronouns Using the ROSS Method0
ROSS User's Guide and Reference Manual (Version 1.0)0
Modeling Biological Processes for Reading Comprehension0
Situated Incremental Natural Language Understanding using a Multimodal, Linguistically-driven Update Model0
Improving Classification-Based Natural Language Understanding with Non-Expert Annotation0
A Multimodal Corpus of Rapid Dialogue Games0
Identifying Bengali Multiword Expressions using Semantic Clustering0
Extending the Semantics in Natural Language Understanding0
Textual Inference and Meaning Representation in Human Robot Interaction0
A State of the Art of Word Sense Induction: A Way Towards Word Sense Disambiguation for Under-Resourced Languages0
Logical analysis of natural language semantics to solve the problem of computer understanding0
Multi-step Natural Language Understanding0
Large-Scale Paraphrasing for Natural Language Understanding0
The state-of-the-art in web-scale semantic information processing for cloud computing0
Markov Logic Networks for Situated Incremental Natural Language Understanding0
Evaluation of the KomParse Conversational Non-Player Characters in a Commercial Virtual World0
The Twins Corpus of Museum Visitor Questions0
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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