LLMTest_NeedleInAHaystack
Doing simple retrieval from LLM models at various context lengths to measure accuracy (by gkamradt)
OpenCodeInterpreter
OpenCodeInterpreter is a suite of open-source code generation systems aimed at bridging the gap between large language models and sophisticated proprietary systems like the GPT-4 Code Interpreter. It significantly enhances code generation capabilities by integrating execution and iterative refinement functionalities. (by OpenCodeInterpreter)
| LLMTest_NeedleInAHaystack | OpenCodeInterpreter | |
|---|---|---|
| 4 | 2 | |
| 1,065 | 1,371 | |
| - | - | |
| 8.4 | 8.6 | |
| 23 days ago | 2 months ago | |
| Jupyter Notebook | Python | |
| GNU General Public License v3.0 or later | Apache License 2.0 |
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Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
LLMTest_NeedleInAHaystack
Posts with mentions or reviews of LLMTest_NeedleInAHaystack.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2024-03-27.
- Claude 3 beats GPT-4 on Aider's code editing benchmark – aider
- Our next-generation model: Gemini 1.5
-
GPT-4 vs Claude-2 context recall analysis
This research follows the “haystack test” Greg Kamradt published when the update GPT-4 came out (twitter, code). That test provided useful insight into (the lack of) context recall performance. But it was performed on a very small sample test (limiting its statistical significance) and was initially limited to GPT-4 (he has since published an updated version that also uses Claude 2.1). Moreover, the test data consists of essays that were likely already used pretraining LLMs, and the results were evaluated by GPT-4, potentially introducing confounding variables into the mix.
- Analysis to test in-context retrieval ability of GPT-4-128K context
OpenCodeInterpreter
Posts with mentions or reviews of OpenCodeInterpreter.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2024-03-27.
-
Claude 3 beats GPT-4 on Aider's code editing benchmark – aider
Code interpreter seem to have found a path to perfection, i don't care how bad the first response is (if there have to be >1 turns) as long as we can sync up quickly from any misunderstanding, mine or theirs. Here they kind of made the most easily nudgeable code LLM and won the benchmarks that way.
https://opencodeinterpreter.github.io
- FLaNK Stack 26 February 2024
What are some alternatives?
When comparing LLMTest_NeedleInAHaystack and OpenCodeInterpreter you can also consider the following projects:
rag-stack - 🤖 Deploy a private ChatGPT alternative hosted within your VPC. 🔮 Connect it to your organization's knowledge base and use it as a corporate oracle. Supports open-source LLMs like Llama 2, Falcon, and GPT4All.
open_router - Ruby library for OpenRouter API