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Entity Linking
벤치마크
Entity Linking on MSNBC
8개 결과 ·
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Micro-F1
71.8
74.7
77.6
80.5
83.4
2018-08
2026-11
Kolitsas et al. (2018) — 72.4 (2018-08-23)
van Hulst et al. (2020) — 72.4 (2020-06-02)
De Cao et al. (2021a) — 73.7 (2020-10-02)
Kannan Ravi et al. (2021) — 83.4 (2021-01-25)
ReFinED — 71.8 (2022-07-08)
ReLiK-Large — 75.0 (2024-07-31)
ReLiK-Base — 72.3 (2024-07-31)
Kolitsas et al. (2018) — 72.4 (2018-08-23)
De Cao et al. (2021a) — 73.7 (2020-10-02)
Kannan Ravi et al. (2021) — 83.4 (2021-01-25)
2018-08-23 — Kolitsas et al. (2018): Micro-F1 72.4
2020-10-02 — De Cao et al. (2021a): Micro-F1 73.7
2021-01-25 — Kannan Ravi et al. (2021): Micro-F1 83.4
Rank
Model
Micro-F1
Micro-F1 strong
Extra Training Data
Paper
Code
Year
1
Kannan Ravi et al. (2021)
83.4
–
CHOLAN: A Modular Approach for Neural Entity Linking on Wikipedia and Wikidata
ManojPrabhakar/CHOLAN
2021
2
ReLiK-Large
75
–
ReLiK: Retrieve and LinK, Fast and Accurate Entity Linking and Relation Extraction on an Academic Budget
SapienzaNLP/relik
·
RadeenXALNW/G-RAG_1.0
2024
3
De Cao et al. (2021a)
73.7
–
Autoregressive Entity Retrieval
facebookresearch/GENRE
·
amzn/seqzero
2020
4
Kolitsas et al. (2018)
72.4
–
End-to-End Neural Entity Linking
dalab/end2end_neural_el
2018
4
van Hulst et al. (2020)
72.4
–
REL: An Entity Linker Standing on the Shoulders of Giants
informagi/REL
2020
6
ReLiK-Base
72.3
–
ReLiK: Retrieve and LinK, Fast and Accurate Entity Linking and Relation Extraction on an Academic Budget
SapienzaNLP/relik
·
RadeenXALNW/G-RAG_1.0
2024
7
ReFinED
71.8
71.8
✓
ReFinED: An Efficient Zero-shot-capable Approach to End-to-End Entity Linking
amazon-science/ReFinED
·
amazon-research/ReFinED
·
alexa/refined
2022
8
FusionED
–
73.6
Entity Disambiguation via Fusion Entity Decoding
2024
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페이지당
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100