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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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 • 235 • 13 -
ContextualAI/ctxl-rerank-v2-instruct-multilingual-6b-nvfp4
Text Ranking • 4B • Updated • 64 • 2 -
ContextualAI/ctxl-rerank-v2-instruct-multilingual-2b
Text Ranking • 3B • Updated • 154 • 1 -
ContextualAI/ctxl-rerank-v2-instruct-multilingual-2b-nvfp4
Text Ranking • 2B • Updated • 85
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 • 235 • 13 -
ContextualAI/ctxl-rerank-v2-instruct-multilingual-6b-nvfp4
Text Ranking • 4B • Updated • 64 • 2 -
ContextualAI/ctxl-rerank-v2-instruct-multilingual-2b
Text Ranking • 3B • Updated • 154 • 1 -
ContextualAI/ctxl-rerank-v2-instruct-multilingual-2b-nvfp4
Text Ranking • 2B • Updated • 85
Instruction-following retrieval evaluation datasets
models
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ContextualAI/ctxl-rerank-v2-instruct-multilingual-1b-nvfp4
Text Ranking
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1B
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Updated
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14
ContextualAI/ctxl-rerank-v2-instruct-multilingual-1b
Text Ranking
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1B
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Updated
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357
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6
ContextualAI/ctxl-rerank-v2-instruct-multilingual-2b-nvfp4
Text Ranking
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2B
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Updated
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85
ContextualAI/ctxl-rerank-v2-instruct-multilingual-2b
Text Ranking
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3B
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Updated
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154
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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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64
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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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235
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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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18
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4
ContextualAI/LMUnit-llama3.1-70b
Text Generation
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71B
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Updated
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13
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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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49
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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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5
datasets
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ContextualAI/complex-instructions
Viewer
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Updated
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271
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105
ContextualAI/source-based-instructions
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Updated
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270
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130
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1
ContextualAI/recency-based-instructions
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Updated
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268
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106
ContextualAI/LMUnit-llama3.1-70b-evals-results
Viewer
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Updated
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11.2k
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52
ContextualAI/LMUnit-Qwen2.5-72B-evals-results
Viewer
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Updated
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11.2k
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42
ContextualAI/BiGGenBench
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Updated
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3.2k
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27
ContextualAI/test
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Updated
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1k
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12
ContextualAI/LFQA
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Updated
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260
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18
ContextualAI/reward-bench-filtered
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Updated
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2.99k
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14
ContextualAI/Flask
Viewer
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Updated
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2k
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25