← KG-to-Text Generation

Papers with Code · CC BY-SA 4.0

WebNLG 2.0 (Unconstrained)

아카이브 평가 13건 · 마지막 적재/변경 2026-10-30

원본 데이터셋 링크 1

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
GAP - Me,r+γ	BLEU 66.2 ROUGE 76.36	GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text Generation 2022-04-13	코드 1
JointGT (T5)	BLEU 66.14 METEOR 47.25 ROUGE 75.91	JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge Graphs 2021-06-19	코드 1
JointGT (BART)	BLEU 65.92 METEOR 47.15 ROUGE 76.10	JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge Graphs 2021-06-19	코드 1
JointGT (BART) - w/ JointGTPretrain	BLEU 65.92 METEOR 47.15 ROUGE 76.1	GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text Generation 2022-04-13	코드 1
JointGT (BART) - w/ BARTPretrain	BLEU 64.6 METEOR 46.77 ROUGE 75.74	GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text Generation 2022-04-13	코드 1
BART	BLEU 64.55 METEOR 46.51 ROUGE 75.13	JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge Graphs 2021-06-19	코드 1
T5	BLEU 64.42 METEOR 46.58 ROUGE 74.77	JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge Graphs 2021-06-19	코드 1
KGPT	BLEU 64.11 METEOR 46.30 ROUGE 74.57	KGPT: Knowledge-Grounded Pre-Training for Data-to-Text Generation 2020-10-05	코드 1
KGPT w/o pretrain	BLEU 62.3 METEOR 44.33 ROUGE 73	KGPT: Knowledge-Grounded Pre-Training for Data-to-Text Generation 2020-10-05	코드 1
KGPT w/o pretrain	BLEU 62.3 METEOR 44.33 ROUGE 73	GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text Generation 2022-04-13	코드 1
SOTA-NPT	BLEU 61 METEOR 42 ROUGE 71.0	Handling Rare Items in Data-to-Text Generation 2018-11-01	코드 1 · 코드 2
GCN	BLEU 60.8 METEOR 42.76 ROUGE 71.13	GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text Generation 2022-04-13	코드 1
GAP - Me,re	ROUGE 76.22	GAP: A Graph-aware Language Model Framework for Knowledge Graph-to-Text Generation 2022-04-13	코드 1