dleemiller/OpenNLI-Leaderboard

OpenNLI eval sets

44 public test sets used for the OpenNLI leaderboard

Scoring script

evaluate.py (in this repo) reproduces the leaderboard numbers for sentence-transformers CrossEncoders

pip install "sentence-transformers>=5" datasets pandas
python evaluate.py --model cross-encoder/nli-deberta-v3-base --out results.json
python evaluate.py --model dleemiller/finecat-nli-ultra-m --trust-remote-code

Labels are mapped from the model's id2label, or use --label-order (e.g. ent,neu,con)

Scoring

• accuracy per dataset
• category score = mean over datasets
• overall = mean of the 4 category scores.
• Skill Index (the leaderboard headline) = Brier skill vs a uniform guess, per dataset (floored at −100), averaged the same way, at each model's fitted temperature (see Calibration).

For license information, refer to the original dataset's license.

DocNLI (1,000) and VitaminC (10,000) are fixed random samples of their test splits.

Calibration

The calibration config (split validation, 11,018 rows) is used only to fit each model's temperature: one number that rescales the model's confidence before the Skill Index is computed. It's drawn from the validation / dev splits of 32 benchmarks (never a test split), up to 400 rows each, labelled like the test sets, with no text overlapping any test set. Models may calibrate on it however they like; it never scores anything.

Config	Dataset	Category	Rows	Labels
mnli	MNLI-m	NLI	9,815	3way
mnli_mismatched	MNLI-mm	NLI	9,830	3way
snli	SNLI	NLI	9,824	3way
anli_r1	ANLI R1	NLI	1,000	3way
anli_r2	ANLI R2	NLI	1,000	3way
anli_r3	ANLI R3	NLI	1,200	3way
wanli	WANLI	NLI	5,000	3way
lingnli	LingNLI	NLI	7,361	3way
glue_diagnostic	GLUE diag	NLI	1,100	3way
sick	SICK	NLI	4,906	3way
scitail	SciTail	NLI	2,126	2way
hans	HANS	Reasoning	15,000	2way
med	MED	Reasoning	5,380	2way
nan_nli	NaN-NLI	Reasoning	258	3way
scone_test	ScoNe	Reasoning	1,000	3way
nmonli_test	NMoNLI	Reasoning	200	3way
conjnli	ConjNLI	Reasoning	623	3way
nope_adv	NOPE adv	Reasoning	345	3way
fol	FOL	Reasoning	10,277	3way
control	ConTRoL	Reasoning	800	3way
vitaminc	VitaminC	Grounding	10,000	3way
dialfact	DialFact	Grounding	1,499	3way
frank_sent	FRANK	Grounding	3,176	2way
ragtruth	RAGTruth	Grounding	1,497	3way
seahorse	SEAHORSE	Grounding	800	2way
wice	WiCE	Grounding	958	2way
docnli	DocNLI	Grounding	1,000	2way
pubhealth	PUBHEALTH	Grounding	600	3way
healthver	HealthVer	Grounding	230	3way
scifact	SciFact	Grounding	300	3way
findver	FinDVer	Grounding	500	2way
nli4ct	NLI4CT	Domain	199	2way
sdoh_nli	SDOH-NLI	Domain	990	2way
biosift	BioSift	Domain	1,000	2way
bionli	BioNLI	Domain	600	2way
scientsbank	SciEntsBank	Domain	971	3way
beetle	Beetle	Domain	819	3way
legal_domain	Legal	Domain	1,163	mixed
contractnli_a	ContractNLI A	Domain	1,707	3way
contractnli_b	ContractNLI B	Domain	2,074	3way
vast	VAST	Domain	1,500	3way
zs_meta	Zero-shot meta	Domain	5,400	2way
fin_topics	Fin topics	Domain	600	2way
crossingguard	CrossingGuard	Domain	5,397	3way