Koreeda and Manning

Data verified October 1, 2026

This page groups canonical Koreeda and Manning model families and applies the same public scoring lane used by the main leaderboard.

Model count

Best model

N/A

BERT base / Fine-tuned on case law and contract corpora Chalkidis et al. (2020) (ContractNLI)

Avg. top 3

N/A

Latest release

N/A

Public-ranked

Supported

Provider models

		Price			Public score
BERT base / Fine-tuned on case law and contract corpora Chalkidis et al. (2020) (ContractNLI)	Tracked	N/A	N/A	N/A	—
BERT base / Fine-tuned on NDAs (ContractNLI)	Tracked	N/A	N/A	N/A	—
BERT base / None (ContractNLI)	Tracked	N/A	N/A	N/A	—
BERT base / Pretrained from scratch using a case law corpus Zheng et al. (2021) (ContractNLI)	Tracked	N/A	N/A	N/A	—
BERT large / Fine-tuned on NDAs (ContractNLI)	Tracked	N/A	N/A	N/A	—
BERT large / None (ContractNLI)	Tracked	N/A	N/A	N/A	—
DeBERTa v2 xlarge / Fine-tuned on span identification Hendrycks et al. (2021) (ContractNLI)	Tracked	N/A	N/A	N/A	—
DeBERTa v2 xlarge / None (ContractNLI)	Tracked	N/A	N/A	N/A	—
Doc TF-IDF+SVM (ContractNLI)	Tracked	N/A	N/A	N/A	—
Oracle NLI (BERT base ) binary subset (ContractNLI)	Tracked	N/A	N/A	N/A	—
Oracle NLI (BERT large ) binary subset (ContractNLI)	Tracked	N/A	N/A	N/A	—
Span NLI (BERT base ) binary subset (ContractNLI)	Tracked	N/A	N/A	N/A	—
Span NLI (BERT large ) binary subset (ContractNLI)	Tracked	N/A	N/A	N/A	—
Span TF-IDF+Cosine (ContractNLI)	Tracked	N/A	N/A	N/A	—
Span TF-IDF+SVM (ContractNLI)	Tracked	N/A	N/A	N/A	—
SQuAD (BERT base ) (ContractNLI)	Tracked	N/A	N/A	N/A	—
SQuAD (BERT large ) (ContractNLI)	Tracked	N/A	N/A	N/A	—
Symbol (BERT base ) (ContractNLI)	Tracked	N/A	N/A	N/A	—
Symbol (BERT large ) (ContractNLI)	Tracked	N/A	N/A	N/A	—