Natural language generation

Benchmarks

Dataset Name	SOTA Method	Metric
E2E (test)	FAA	ROUGE-L89.94	100	21d ago
E2E NLG Challenge	Dual LoRA (r = 4)	BLEU70.6	58	3mo ago
SGD (test)	T2G2	BLEU28.6	18	3mo ago
E2E	LoRA (r=4)	METEOR0.472	17	1mo ago
WebNLG unseen categories	Adapter_L	BLEU49.8	17	3mo ago
Merlin	Astra	BLEU-10.3898	14	2d ago
BIMCV	Astra	BLEU-140.2	14	2d ago
Inspect	Astra	BLEU-10.4622	14	2d ago
WebNLG all categories (test)	HiddenKey	BLEU55.27	13	3mo ago
PTB-XL (test)	LLaMA-3-Instruct	BLEU-10.539	12	3mo ago
MIMIC-IV-ECG (test)	LLaMA-3-Instruct	BLEU-10.733	12	3mo ago
ToDs benchmark GPT-2 backbone (test)		EER3.42	11	3mo ago
Flores-101	Embed FT	spBLEU31.4	11	3mo ago
WebNLG	LoRA	BLEU55.3	11	3mo ago
WebNLG all categories	Adapter_H	BLEU57.7	11	3mo ago
WebNLG seen categories		BLEU65.3	11	3mo ago
MultiWOZ 2.2 (test)	TOATOD_base	Inform90	10	3mo ago
WebNLG+ 2020	DIFFUCOMET-Entity	Exact Match Web Precision80.8	9	3mo ago
WebNLG en	SOTA	ROUGE-253.5	9	3mo ago
E2E en	SOTA	ROUGE-245.8	9	3mo ago
Reasoning	FedTreeLoRA	ROUGE-174.23	8	2mo ago
Sentiment	FedTreeLoRA	ROUGE-152.85	8	2mo ago
Struct2Text	FedTreeLoRA	ROUGE-155.2	8	2mo ago
Text Edit	FedTreeLoRA	ROUGE-188.84	8	2mo ago
Math	ADORE	BLEU38.8	8	3mo ago

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