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Collections

Discover the best community collections!

Collections including paper arxiv:2604.02045

BidirLM Embedding

BidirLM/BidirLM-Omni-2.5B-Embedding

Sentence Similarity • 2B • Updated May 12 • 441 • 45
BidirLM/BidirLM-1.7B-Embedding

Sentence Similarity • 2B • Updated Jun 8 • 913 • 7
BidirLM/BidirLM-1B-Embedding

Sentence Similarity • 1.0B • Updated Jun 8 • 229 • 4
BidirLM/BidirLM-0.6B-Embedding

Sentence Similarity • 0.6B • Updated Jun 8 • 135 • 3

BidirLM-Contrastive-Datasets

BidirLM/BidirLM-Contrastive

Viewer • Updated May 13 • 30.5M • 1.52k • 3
BidirLM/BidirLM-Omni-Contrastive

Updated May 13 • 27 • 4
BidirLM: From Text to Omnimodal Bidirectional Encoders by Adapting and Composing Causal LLMs

Paper • 2604.02045 • Published Apr 2 • 39

BidirLM-Base (Dev only)

This collection provides exclusively mask-trained BidirLM models intended strictly for downstream tasks or continuous pretraining.

BidirLM/BidirLM-1.7B-Base

Fill-Mask • 2B • Updated Jun 3 • 244 • 1
BidirLM/BidirLM-1B-Base

Fill-Mask • 1.0B • Updated Jun 3 • 13
BidirLM/BidirLM-0.6B-Base

Fill-Mask • 0.6B • Updated Jun 3 • 1.32k
BidirLM/BidirLM-270M-Base

Fill-Mask • 0.3B • Updated Jun 3 • 33

BidirLM is a family of 5 frontier bidirectional encoders, including an omnimodal variant at 2.5B.

BidirLM: From Text to Omnimodal Bidirectional Encoders by Adapting and Composing Causal LLMs

Paper • 2604.02045 • Published Apr 2 • 39
BidirLM/BidirLM-Omni-2.5B-Embedding

Sentence Similarity • 2B • Updated May 12 • 441 • 45
BidirLM/BidirLM-1.7B-Embedding

Sentence Similarity • 2B • Updated Jun 8 • 913 • 7
BidirLM/BidirLM-1B-Embedding

Sentence Similarity • 1.0B • Updated Jun 8 • 229 • 4

BidirLM-Embedding

BidirLM is a family of 5 frontier bidirectional encoders, including an omnimodal variant at 2.5B.

BidirLM/BidirLM-Omni-2.5B-Embedding

Sentence Similarity • 2B • Updated May 12 • 441 • 45
BidirLM/BidirLM-1.7B-Embedding

Sentence Similarity • 2B • Updated Jun 8 • 913 • 7
BidirLM/BidirLM-1B-Embedding

Sentence Similarity • 1.0B • Updated Jun 8 • 229 • 4
BidirLM/BidirLM-0.6B-Embedding

Sentence Similarity • 0.6B • Updated Jun 8 • 135 • 3

Multimodal Embedding Papers

BidirLM: From Text to Omnimodal Bidirectional Encoders by Adapting and Composing Causal LLMs

Paper • 2604.02045 • Published Apr 2 • 39
Nomic Embed Vision: Expanding the Latent Space

Paper • 2406.18587 • Published Jun 6, 2024 • 1

BidirLM Embedding

BidirLM/BidirLM-Omni-2.5B-Embedding

Sentence Similarity • 2B • Updated May 12 • 441 • 45
BidirLM/BidirLM-1.7B-Embedding

Sentence Similarity • 2B • Updated Jun 8 • 913 • 7
BidirLM/BidirLM-1B-Embedding

Sentence Similarity • 1.0B • Updated Jun 8 • 229 • 4
BidirLM/BidirLM-0.6B-Embedding

Sentence Similarity • 0.6B • Updated Jun 8 • 135 • 3

BidirLM is a family of 5 frontier bidirectional encoders, including an omnimodal variant at 2.5B.

BidirLM: From Text to Omnimodal Bidirectional Encoders by Adapting and Composing Causal LLMs

Paper • 2604.02045 • Published Apr 2 • 39
BidirLM/BidirLM-Omni-2.5B-Embedding

Sentence Similarity • 2B • Updated May 12 • 441 • 45
BidirLM/BidirLM-1.7B-Embedding

Sentence Similarity • 2B • Updated Jun 8 • 913 • 7
BidirLM/BidirLM-1B-Embedding

Sentence Similarity • 1.0B • Updated Jun 8 • 229 • 4

BidirLM-Contrastive-Datasets

BidirLM/BidirLM-Contrastive

Viewer • Updated May 13 • 30.5M • 1.52k • 3
BidirLM/BidirLM-Omni-Contrastive

Updated May 13 • 27 • 4
BidirLM: From Text to Omnimodal Bidirectional Encoders by Adapting and Composing Causal LLMs

Paper • 2604.02045 • Published Apr 2 • 39

BidirLM-Embedding

BidirLM is a family of 5 frontier bidirectional encoders, including an omnimodal variant at 2.5B.

BidirLM/BidirLM-Omni-2.5B-Embedding

Sentence Similarity • 2B • Updated May 12 • 441 • 45
BidirLM/BidirLM-1.7B-Embedding

Sentence Similarity • 2B • Updated Jun 8 • 913 • 7
BidirLM/BidirLM-1B-Embedding

Sentence Similarity • 1.0B • Updated Jun 8 • 229 • 4
BidirLM/BidirLM-0.6B-Embedding

Sentence Similarity • 0.6B • Updated Jun 8 • 135 • 3

BidirLM-Base (Dev only)

This collection provides exclusively mask-trained BidirLM models intended strictly for downstream tasks or continuous pretraining.

BidirLM/BidirLM-1.7B-Base

Fill-Mask • 2B • Updated Jun 3 • 244 • 1
BidirLM/BidirLM-1B-Base

Fill-Mask • 1.0B • Updated Jun 3 • 13
BidirLM/BidirLM-0.6B-Base

Fill-Mask • 0.6B • Updated Jun 3 • 1.32k
BidirLM/BidirLM-270M-Base

Fill-Mask • 0.3B • Updated Jun 3 • 33

Multimodal Embedding Papers

BidirLM: From Text to Omnimodal Bidirectional Encoders by Adapting and Composing Causal LLMs

Paper • 2604.02045 • Published Apr 2 • 39
Nomic Embed Vision: Expanding the Latent Space

Paper • 2406.18587 • Published Jun 6, 2024 • 1

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