Anthropic's Haiku Beats GPT-4 Turbo in Tool Use

This page summarizes the projects mentioned and recommended in the original post on news.ycombinator.com

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  • ollama

    Get up and running with Llama 3, Mistral, Gemma, and other large language models.

  • Not sure when they implemented this, but ollama now has a JSON mode [0]. Not function calling, but one of the simpler ways to get JSON in a local LLM. I'm using it with `knoopx/hermes-2-pro-mistral:7b-q8_0` and it's worked well for me so far.

    0 - https://github.com/ollama/ollama/blob/main/docs/api.md#json-...

  • outlines

    Structured Text Generation

  • No benchmarks, just my anecdotal experience trying to get local LLM's to respond with JSON. The method above works for my use case nearly 100% of the time. Other things I've tried (e.g. `outlines`[0]) are really slow or don't work at all. Would love to hear what others have tried!

    0 - https://github.com/outlines-dev/outlines

  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

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  • instructor

    structured outputs for llms

  • Ah yes. Have you tried out instructor [0] or Guidance [1]?

    [0]: https://github.com/jxnl/instructor/

  • guidance

    A guidance language for controlling large language models.

  • [1]: https://github.com/guidance-ai/guidance/tree/main

  • tool-use-benchmark

  • No fine tuning. Looks like he's do raw model capabilities with simple prompt. repo: https://github.com/parea-ai/tool-use-benchmark

  • SaaSHub

    SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

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