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Tasks Gallery

  • ComplexityScorer

    Score instructions based on their complexity using an LLM.

    ComplexityScorer

  • EvolInstruct

    Evolve instructions using an LLM.

    EvolInstruct

  • EvolComplexity

    Evolve instructions to make them more complex using an LLM.

    EvolComplexity

  • EvolQuality

    Evolve the quality of the responses using an LLM.

    EvolQuality

  • Genstruct

    Generate a pair of instruction-response from a document using an LLM.

    Genstruct

  • GenerateTextRetrievalData

    Generate text retrieval data with an LLM to later on train an embedding model.

    GenerateTextRetrievalData

  • GenerateShortTextMatchingData

    Generate short text matching data with an LLM to later on train an embedding model.

    GenerateShortTextMatchingData

  • GenerateLongTextMatchingData

    Generate long text matching data with an LLM to later on train an embedding model.

    GenerateLongTextMatchingData

  • GenerateTextClassificationData

    Generate text classification data with an LLM to later on train an embedding model.

    GenerateTextClassificationData

  • InstructionBacktranslation

    Self-Alignment with Instruction Backtranslation.

    InstructionBacktranslation

  • PrometheusEval

    Critique and rank the quality of generations from an LLM using Prometheus 2.0.

    PrometheusEval

  • QualityScorer

    Score responses based on their quality using an LLM.

    QualityScorer

  • SelfInstruct

    Generate instructions based on a given input using an LLM.

    SelfInstruct

  • GenerateSentencePair

    Generate a positive and negative (optionally) sentences given an anchor sentence.

    GenerateSentencePair

  • StructuredGeneration

    Generate structured content for a given instruction using an LLM.

    StructuredGeneration

  • TextGeneration

    Simple text generation with an LLM given an instruction.

    TextGeneration

  • ChatGeneration

    Generates text based on a conversation.

    ChatGeneration

  • UltraFeedback

    Rank generations focusing on different aspects using an LLM.

    UltraFeedback

  • EvolInstructGenerator

    Generate evolved instructions using an LLM.

    EvolInstructGenerator

  • EvolComplexityGenerator

    Generate evolved instructions with increased complexity using an LLM.

    EvolComplexityGenerator

  • MonolingualTripletGenerator

    Generate monolingual triplets with an LLM to later on train an embedding model.

    MonolingualTripletGenerator

  • BitextRetrievalGenerator

    Generate bitext retrieval data with an LLM to later on train an embedding model.

    BitextRetrievalGenerator

  • EmbeddingTaskGenerator

    Generate task descriptions for embedding-related tasks using an LLM.

    EmbeddingTaskGenerator

  • PairRM

    Rank the candidates based on the input using the LLM model.

    PairRM

  • GenerateEmbeddings

    Generate embeddings using the last hidden state of an LLM.

    GenerateEmbeddings