List your company

Entity Linking on MM-ST21PV english (test)

75.4Recall@1Llama-3-8B + SynCABEL
50.12856.68963.2569.811Jan 27, 2026

Evaluation results

MethodLinks
Llama-3-8B + SynCABELArchitecture Paradigm=Generative Decoder-only, Supervision Strategy=Supervised, Inference Configuration=SynCABEL2026.0175.4
ArboELArchitecture Paradigm=Contextualized Bi-encoder, Supervision Strategy=Supervised2026.0174.5
Llama-3-8B + Guided inferenceArchitecture Paradigm=Generative Decoder-only, Supervision Strategy=Supervised, Inference Configuration=Guided inference2026.0174.4
mBART-large + SynCABELArchitecture Paradigm=Generative Encoder-Decoder, Supervision Strategy=Supervised, Inference Configuration=SynCABEL2026.0171.5
mBART-large + Guided inferenceArchitecture Paradigm=Generative Encoder-Decoder, Supervision Strategy=Supervised, Inference Configuration=Guided inference2026.0170
Llama-3-8BArchitecture Paradigm=Generative Decoder-only, Supervision Strategy=Supervised2026.0169
mBART-largeArchitecture Paradigm=Generative Encoder-Decoder, Supervision Strategy=Supervised2026.0165.5
SapBERT-allArchitecture Paradigm=Context-free Bi-encoder, Supervision Strategy=Self-supervised2026.0164.6
CODER-allArchitecture Paradigm=Context-free Bi-encoder, Supervision Strategy=Self-supervised2026.0156.6
SciSpacyArchitecture Paradigm=Rule-based, Supervision Strategy=Unsupervised2026.0153.8
SapBERTArchitecture Paradigm=Context-free Bi-encoder, Supervision Strategy=Self-supervised2026.0151.1