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Text Classification On Newsdiscourse

Metrics

macro F1

Results

Performance results of various models on this benchmark

Model Name
macro F1
Paper TitleRepository
MT-Mac (Spangher et al., 2021)63.46Multitask Semi-Supervised Learning for Class-Imbalanced Discourse Classification-
MT-Mic (Spangher et al., 2021)61.89Multitask Semi-Supervised Learning for Class-Imbalanced Discourse Classification-
Human (Post-Rec.) (Spangher et al., 2021)73.69Multitask Semi-Supervised Learning for Class-Imbalanced Discourse Classification-
RL-IP/TT (Choubey et al., 2021)57.0Profiling News Discourse Structure Using Explicit Subtopic Structures Guided Critics-
Human (Blind) (Spangher et al., 2021)46.18Multitask Semi-Supervised Learning for Class-Imbalanced Discourse Classification-
Feature-based (SVM) (Choubey et al., 2020)38.3Discourse as a Function of Event: Profiling Discourse Structure in News Articles around the Main Event-
CRF Fine-grained (Choubey et al., 2020)52.9Discourse as a Function of Event: Profiling Discourse Structure in News Articles around the Main Event-
Document LSTM + Document encoding (Choubey et al., 2020)54.4Discourse as a Function of Event: Profiling Discourse Structure in News Articles around the Main Event-
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