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ResearchFormerly WizWand

Information Retrieval on FiQA (NDCG@10 by Retrieval Method)

0.479NDCG@10 (Dense)DiffRetriever
0.102520.200260.2980.39574May 8, 2026
Updated 5mo ago

Evaluation results

MethodLinks
DiffRetrieverProtocol=Fine-tuned, Backbone=Dream, Variant=multi-token2026.050.4790.3160.431
DiffEmbedProtocol=Fine-tuned, Backbone=Dream, Variant=single-vector2026.050.478——
DiffRetrieverProtocol=Fine-tuned, Backbone=Dream, Variant=single-token2026.050.4630.2920.409
DiffEmbedProtocol=Fine-tuned, Backbone=LLaDA, Variant=single-vector2026.050.455——
DiffRetrieverProtocol=Fine-tuned, Backbone=LLaDA, Variant=single-token2026.050.4530.3020.406
PromptRepsProtocol=Fine-tuned, Backbone=Qwen2.5, Variant=single-token2026.050.4440.2990.411
DiffRetrieverProtocol=Fine-tuned, Backbone=LLaDA, Variant=multi-token2026.050.4430.3030.397
PromptRepsProtocol=Fine-tuned, Backbone=Qwen2.5, Variant=multi-token2026.050.440.2930.404
PromptRepsProtocol=Fine-tuned, Backbone=LLaMA-3, Variant=multi-token2026.050.4370.290.395
PromptRepsProtocol=Fine-tuned, Backbone=LLaMA-3, Variant=single-token2026.050.4170.2680.378
RepLLaMAProtocol=Fine-tuned, Backbone=LLaMA, Variant=single-vector2026.050.383——
DiffRetrieverProtocol=Zero-shot, Backbone=LLaDA, Variant=single-token2026.050.3110.2180.325
DiffRetrieverProtocol=Zero-shot, Backbone=LLaDA, Variant=multi-token2026.050.3080.2250.317
DiffRetrieverProtocol=Zero-shot, Backbone=Dream, Variant=multi-token2026.050.2930.1730.278
PromptRepsProtocol=Zero-shot, Backbone=LLaMA-3, Variant=single-token2026.050.2720.2050.318
PromptRepsProtocol=Zero-shot, Backbone=LLaMA-3, Variant=multi-token2026.050.2120.2070.27
PromptRepsProtocol=Zero-shot, Backbone=Qwen2.5, Variant=single-token2026.050.20.1930.271
DiffRetrieverProtocol=Zero-shot, Backbone=Dream, Variant=single-token2026.050.20.1180.22
PromptRepsProtocol=Zero-shot, Backbone=Qwen2.5, Variant=multi-token2026.050.1650.1880.239
DiffEmbedProtocol=Zero-shot, Backbone=Dream, Variant=single-vector2026.050.143——
DiffEmbedProtocol=Zero-shot, Backbone=LLaDA, Variant=single-vector2026.050.117——
BM25Protocol=Zero-shot, Backbone=-, Variant=sparse2026.05—0.236—