Text Classification On Newsdiscourse

Metrics

macro F1

Results

Performance results of various models on this benchmark

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

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Text Classification On Newsdiscourse | SOTA | HyperAI