SOTAVerified

Semantic Role Labeling

Semantic role labeling aims to model the predicate-argument structure of a sentence and is often described as answering "Who did what to whom". BIO notation is typically used for semantic role labeling.

Example:

| Housing | starts | are | expected | to | quicken | a | bit | from | August’s | pace | | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | | B-ARG1 | I-ARG1 | O | O | O | V | B-ARG2 | I-ARG2 | B-ARG3 | I-ARG3 | I-ARG3 |

Papers

Showing 551600 of 620 papers

TitleStatusHype
Identifying Pronominal Verbs: Towards Automatic Disambiguation of the Clitic `se' in Portuguese0
UMCC\_DLSI: Textual Similarity based on Lexical-Semantic features0
Semantic Role Labeling0
Bootstrapping Semantic Role Labelers from Parallel Data0
Towards Weakly Supervised Resolution of Null Instantiations0
UCCA: A Semantics-based Grammatical Annotation Scheme0
Predicate-specific Annotations for Implicit Role Binding: Corpus Annotation, Data Analysis and Evaluation Experiments0
Recognizing Spatial Containment Relations between Event Mentions0
Um reposit\'orio de verbos para a anota \~ao de pap\'eis sem\^anticos dispon\' na web (A Verb Repository for Semantic Role Labeling Available in the Web) [in Portuguese]0
Statistical Metaphor Processing0
Joint Arc-factored Parsing of Syntactic and Semantic Dependencies0
Selectional Preferences for Semantic Role Classification0
Dijkstra-WSA: A Graph-Based Approach to Word Sense Alignment0
Revisiting Arabic Semantic Role Labeling using SVM Kernel Methods0
Sentence Parsing with Double Sequential Labeling in Traditional Chinese Parsing Task0
Micro blogs Oriented Word Segmentation System0
Traditional Chinese Parsing Evaluation at SIGHAN Bake-offs 20120
Semi-Supervised Semantic Role Labeling: Approaching from an Unsupervised Perspective0
HYENA: Hierarchical Type Classification for Entity Names0
Semantic Cohesion Model for Phrase-Based SMT0
Machine Translation by Modeling Predicate-Argument Structure Transformation0
Improving NLP through Marginalization of Hidden Syntactic Structure0
Korean Treebank Transformation for Parser Training0
An Exact Dual Decomposition Algorithm for Shallow Semantic Parsing with Constraints0
Latent Structure Perceptron with Feature Induction for Unrestricted Coreference Resolution0
Applying Collocation Segmentation to the ACL Anthology Reference Corpus0
Crosslingual Induction of Semantic Roles0
Zhijun Wu: Chinese Semantic Dependency Parsing with Third-Order Features0
UMCC\_DLSI: Multidimensional Lexical-Semantic Textual Similarity0
``Could you make me a favour and do coffee, please?'': Implications for Automatic Error Correction in English and Dutch0
On Amortizing Inference Cost for Structured Prediction0
Unsupervised frame based Semantic Role Induction: application to French and English0
Unsupervised Induction of a Syntax-Semantics Lexicon Using Iterative Refinement0
Forest Reranking through Subtree Ranking0
Unsupervised Semantic Role Induction with Global Role Ordering0
Sentence Simplification by Monolingual Machine Translation0
SemEval-2012 Task 6: A Pilot on Semantic Textual Similarity0
SemEval-2012 Task 5: Chinese Semantic Dependency Parsing0
UTD-SpRL: A Joint Approach to Spatial Role Labeling0
QuickView: NLP-based Tweet Search0
Exploring Deterministic Constraints: from a Constrained English POS Tagger to an Efficient ILP Solution to Chinese Word Segmentation0
Reducing Approximation and Estimation Errors for Chinese Lexical Processing with Heterogeneous Annotations0
Joint Chinese Word Segmentation, POS Tagging and Parsing0
A Pilot PropBank Annotation for Quranic Arabic0
Processing modality and negation0
Predicting Structures in NLP: Constrained Conditional Models and Integer Linear Programming in NLP0
Unsupervised Induction of Frame-Semantic Representations0
KrakeN: N-ary Facts in Open Information Extraction0
Building Japanese Predicate-argument Structure Corpus using Lexical Conceptual Structure0
Propbank-Br: a Brazilian Treebank annotated with semantic role labels0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1HeSyFuF188.59Unverified
2CRF2o + RoBERTaF188.32Unverified
3MRC-SRLF188.3Unverified
4ReCAT(pretrained on wikitext103)F188Unverified
5SRL-MM + XLNetF187.67Unverified
6CRF2o + BERTF187.66Unverified
7RoBERTa+RegCCRFF187.51Unverified
8RoBERTa+CRFF187.27Unverified
9BiLSTM-Span (Ensemble)F187Unverified
10BiLSTM-SpanF186.2Unverified
#ModelMetricClaimedVerifiedStatus
1MRC-SRLF190Unverified
2SRL-MM + XLNetF189.8Unverified
3CRF2o + RoBERTaF189.54Unverified
4HeSyFuF189.04Unverified
5CRF2o + BERTF189.03Unverified
6Mohammadshahi and Henderson (2021)F188.93Unverified
7BiLSTM-Span (Ensemble, predicates given)F188.5Unverified
8CRF2oF187.87Unverified
9Li et al. (2019) (Ensemble)F187.7Unverified
10BiLSTM-SpanF187.6Unverified
#ModelMetricClaimedVerifiedStatus
1DeepStruct multi-task w/ finetuneF192.1Unverified
2DeepStruct multi-taskF192Unverified
#ModelMetricClaimedVerifiedStatus
1DeepStruct multi-taskF195.5Unverified
2DeepStruct multi-task w/ finetuneF195.2Unverified
#ModelMetricClaimedVerifiedStatus
1DeepStruct multi-taskF197.2Unverified
2DeepStruct multi-task w/ finetuneF196Unverified
#ModelMetricClaimedVerifiedStatus
1Ours (High-Order model)F1 (Arg.)90.2Unverified
#ModelMetricClaimedVerifiedStatus
1HeSyFuAvg. F188.59Unverified