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 251300 of 620 papers

TitleStatusHype
German and French Neural Supertagging Experiments for LTAG Parsing0
Getting the Roles Right: Using FrameNet in NLP0
AnCora-UPF: A Multi-Level Annotation of Spanish0
Going beyond sentences when applying tree kernels0
Crosslingual Induction of Semantic Roles0
Identifying economic narratives in large text corpora -- An integrated approach using Large Language Models0
Cross-lingual Discourse Relation Analysis: A corpus study and a semi-supervised classification system0
Cross-lingual alignment transfer: a chicken-and-egg story?0
Cross-Document Non-Fiction Narrative Alignment0
Assorted, Archetypal and Annotated Two Million (3A2M) Cooking Recipes Dataset based on Active Learning0
A New Approach to Animacy Detection0
Integrating Multiple Dependency Corpora for Inducing Wide-coverage Japanese CCG Resources0
High Performance Word Sense Alignment by Joint Modeling of Sense Distance and Gloss Similarity0
Associative and Semantic Features Extracted From Web-Harvested Corpora0
``Could you make me a favour and do coffee, please?'': Implications for Automatic Error Correction in English and Dutch0
High-order Refining for End-to-end Chinese Semantic Role Labeling0
A Fine-grained Large-scale Analysis of Coreference Projection0
Instrument subjects without Instrument role0
High-Order Low-Rank Tensors for Semantic Role Labeling0
How can NLP Tasks Mutually Benefit Sentiment Analysis? A Holistic Approach to Sentiment Analysis0
Hierarchical Recurrent Neural Network for Document Modeling0
HYENA: Hierarchical Type Classification for Entity Names0
HYENA-live: Fine-Grained Online Entity Type Classification from Natural-language Text0
ICL-HD at SemEval-2016 Task 8: Meaning Representation Parsing - Augmenting AMR Parsing with a Preposition Semantic Role Labeling Neural Network0
Corpus-Driven Thematic Hierarchy Induction0
Identifying Key Concepts from EHR Notes Using Domain Adaptation0
Identifying Pronominal Verbs: Towards Automatic Disambiguation of the Clitic `se' in Portuguese0
Explicit Contextual Semantics for Text Comprehension0
Hierarchical Multitask Learning with Dependency Parsing for Japanese Semantic Role Labeling Improves Performance of Argument Identification0
ImpAr: A Deterministic Algorithm for Implicit Semantic Role Labelling0
Implicit Semantic Roles in a Multilingual Setting0
Improved Lexical Acquisition through DPP-based Verb Clustering0
Handling Ambiguities of Bilingual Predicate-Argument Structures for Statistical Machine Translation0
Corpora Annotated with Negation: An Overview0
Improving Chinese-English PropBank Alignment0
Improving Chinese Semantic Role Labeling using High-quality Surface and Deep Case Frames0
Assessing the performance of Olelo, a real-time biomedical question answering application0
Improving Implicit Semantic Role Labeling by Predicting Semantic Frame Arguments0
Improving Japanese semantic-role-labeling performance with transfer learning as case for limited resources of tagged corpora on aggregated language0
Improving NLP through Marginalization of Hidden Syntactic Structure0
Improving Statistical Machine Translation with Selectional Preferences0
Improving the Recall of a Discourse Parser by Constraint-based Postprocessing0
Improving Unsupervised Question Answering via Summarization-Informed Question Generation0
Incremental Semantic Role Labeling with Tree Adjoining Grammar0
Inducing Implicit Arguments from Comparable Texts: A Framework and Its Applications0
Inducing Script Structure from Crowdsourced Event Descriptions via Semi-Supervised Clustering0
Inducing Semantic Representation from Text by Jointly Predicting and Factorizing Relations0
Inference is Everything: Recasting Semantic Resources into a Unified Evaluation Framework0
Integer Linear Programming formulations in Natural Language Processing0
Grounding Semantic Roles in Images0
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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