From DeepSpeed to FSDP and Back Again with Hugging Face Accelerate
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ContextualAI
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Best-in-class enterprise-grade components for context engineering.
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Articles
Family of instruction-following multilingual rerankers on the cost/performance Pareto frontier across public and customer benchmarks
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ContextualAI/ctxl-rerank-v2-instruct-multilingual-6b
Text Ranking • 7B • Updated • 173 • 13 -
ContextualAI/ctxl-rerank-v2-instruct-multilingual-6b-nvfp4
Text Ranking • 4B • Updated • 82 • 2 -
ContextualAI/ctxl-rerank-v2-instruct-multilingual-2b
Text Ranking • 3B • Updated • 178 • 1 -
ContextualAI/ctxl-rerank-v2-instruct-multilingual-2b-nvfp4
Text Ranking • 2B • Updated • 19
Family of instruction-following multilingual rerankers on the cost/performance Pareto frontier across public and customer benchmarks
-
ContextualAI/ctxl-rerank-v2-instruct-multilingual-6b
Text Ranking • 7B • Updated • 173 • 13 -
ContextualAI/ctxl-rerank-v2-instruct-multilingual-6b-nvfp4
Text Ranking • 4B • Updated • 82 • 2 -
ContextualAI/ctxl-rerank-v2-instruct-multilingual-2b
Text Ranking • 3B • Updated • 178 • 1 -
ContextualAI/ctxl-rerank-v2-instruct-multilingual-2b-nvfp4
Text Ranking • 2B • Updated • 19
Instruction-following retrieval evaluation datasets
models
94
ContextualAI/ctxl-rerank-v2-instruct-multilingual-1b-nvfp4
Text Ranking
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1B
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Updated
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10
ContextualAI/ctxl-rerank-v2-instruct-multilingual-1b
Text Ranking
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1B
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Updated
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189
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7
ContextualAI/ctxl-rerank-v2-instruct-multilingual-2b-nvfp4
Text Ranking
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2B
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Updated
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19
ContextualAI/ctxl-rerank-v2-instruct-multilingual-2b
Text Ranking
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3B
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Updated
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178
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1
ContextualAI/ctxl-rerank-v2-instruct-multilingual-6b-nvfp4
Text Ranking
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4B
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Updated
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82
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2
ContextualAI/ctxl-rerank-v2-instruct-multilingual-6b
Text Ranking
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7B
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Updated
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173
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13
ContextualAI/LMUnit-qwen2.5-72b
Text Generation
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73B
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Updated
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50
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5
ContextualAI/LMUnit-llama3.1-70b
Text Generation
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71B
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Updated
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45
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2
ContextualAI/ctx-bird-reward-250121
Text Generation
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33B
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Updated
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18
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3
ContextualAI/Llama-3.1-8b-Instruct
Text Generation
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8B
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Updated
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3
datasets
34
ContextualAI/fiqa2018
Viewer
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Updated
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500
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47
ContextualAI/hotpotqa
Viewer
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Updated
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500
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43
ContextualAI/nq
Viewer
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Updated
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500
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33
ContextualAI/treccovid
Viewer
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Updated
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50
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40
ContextualAI/msmarco
Viewer
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Updated
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500
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43
ContextualAI/touche2020
Viewer
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Updated
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49
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49
ContextualAI/complex-instructions
Viewer
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Updated
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271
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32
ContextualAI/source-based-instructions
Viewer
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Updated
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270
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54
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1
ContextualAI/recency-based-instructions
Viewer
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Updated
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268
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46
ContextualAI/LMUnit-llama3.1-70b-evals-results
Viewer
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Updated
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11.2k
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