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-6bText Ranking • 7B • Updated • 89 • 14
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	  ContextualAI/ctxl-rerank-v2-instruct-multilingual-6b-nvfp4Text Ranking • 4B • Updated • 13 • 2
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	  ContextualAI/ctxl-rerank-v2-instruct-multilingual-2bText Ranking • 3B • Updated • 311 • 1
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	  ContextualAI/ctxl-rerank-v2-instruct-multilingual-2b-nvfp4Text Ranking • 2B • Updated • 26
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-6bText Ranking • 7B • Updated • 89 • 14
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	  ContextualAI/ctxl-rerank-v2-instruct-multilingual-6b-nvfp4Text Ranking • 4B • Updated • 13 • 2
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	  ContextualAI/ctxl-rerank-v2-instruct-multilingual-2bText Ranking • 3B • Updated • 311 • 1
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	  ContextualAI/ctxl-rerank-v2-instruct-multilingual-2b-nvfp4Text Ranking • 2B • Updated • 26
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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					126
				
	
				
				
 
				ContextualAI/ctxl-rerank-v2-instruct-multilingual-1b
			Text Ranking
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				1B
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				Updated
					
				
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					179
				
	
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					9
				
 
				ContextualAI/ctxl-rerank-v2-instruct-multilingual-2b-nvfp4
			Text Ranking
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				2B
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				Updated
					
				
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					26
				
	
				
				
 
				ContextualAI/ctxl-rerank-v2-instruct-multilingual-2b
			Text Ranking
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				3B
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				Updated
					
				
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					311
				
	
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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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					13
				
	
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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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					89
				
	
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					14
				
 
				ContextualAI/LMUnit-qwen2.5-72b
			Text Generation
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				73B
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				Updated
					
				
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					9
				
	
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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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					23
				
	
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					2
				
 
				ContextualAI/ctx-bird-reward-250121
			Text Generation
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				33B
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					11
				
	
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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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					1
				
	
				
				
			datasets
			34
		
			
	
	
	
	
	ContextualAI/fiqa2018
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				Updated
					
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			500
	
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					18
				
				
				
ContextualAI/hotpotqa
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				Updated
					
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			500
	
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					14
				
				
				
ContextualAI/nq
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				Updated
					
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			500
	
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					10
				
				
				
ContextualAI/treccovid
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				Updated
					
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			50
	
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					10
				
				
				
ContextualAI/msmarco
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				Updated
					
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			500
	
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					47
				
				
				
ContextualAI/touche2020
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				Updated
					
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			49
	
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					7
				
				
				
ContextualAI/complex-instructions
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				Updated
					
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			271
	
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					19
				
				
				
ContextualAI/source-based-instructions
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				Updated
					
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			270
	
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					19
				
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					1
				
ContextualAI/recency-based-instructions
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				Updated
					
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			268
	
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					9
				
				
				
ContextualAI/LMUnit-llama3.1-70b-evals-results
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				Updated
					
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			11.2k
	
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					9