Tasks Gallery¶
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ComplexityScorer 
 Score instructions based on their complexity using an LLM.
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EvolInstruct 
 Evolve instructions using an LLM.
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EvolComplexity 
 Evolve instructions to make them more complex using an LLM.
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EvolQuality 
 Evolve the quality of the responses using an LLM.
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Genstruct 
 Generate a pair of instruction-response from a document using an LLM.
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GenerateTextRetrievalData 
 Generate text retrieval data with an LLMto later on train an embedding model.
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GenerateShortTextMatchingData 
 Generate short text matching data with an LLMto later on train an embedding model.
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GenerateLongTextMatchingData 
 Generate long text matching data with an LLMto later on train an embedding model.
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GenerateTextClassificationData 
 Generate text classification data with an LLMto later on train an embedding model.
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InstructionBacktranslation 
 Self-Alignment with Instruction Backtranslation. 
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Magpie 
 Generates conversations using an instruct fine-tuned LLM. 
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PrometheusEval 
 Critique and rank the quality of generations from an LLMusing Prometheus 2.0.
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QualityScorer 
 Score responses based on their quality using an LLM.
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SelfInstruct 
 Generate instructions based on a given input using an LLM.
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GenerateSentencePair 
 Generate a positive and negative (optionally) sentences given an anchor sentence. 
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StructuredGeneration 
 Generate structured content for a given instructionusing anLLM.
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TextGeneration 
 Simple text generation with an LLMgiven an instruction.
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ChatGeneration 
 Generates text based on a conversation. 
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UltraFeedback 
 Rank generations focusing on different aspects using an LLM.
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EvolInstructGenerator 
 Generate evolved instructions using an LLM.
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EvolComplexityGenerator 
 Generate evolved instructions with increased complexity using an LLM.
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MonolingualTripletGenerator 
 Generate monolingual triplets with an LLMto later on train an embedding model.
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BitextRetrievalGenerator 
 Generate bitext retrieval data with an LLMto later on train an embedding model.
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EmbeddingTaskGenerator 
 Generate task descriptions for embedding-related tasks using an LLM.
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MagpieGenerator 
 Generator task the generates instructions or conversations using Magpie. 
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PairRM 
 Rank the candidates based on the input using the LLMmodel.
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GenerateEmbeddings 
 Generate embeddings using the last hidden state of an LLM.