Mitigating Memorization in LLMs: @dair_ai pointed out this paper provides a modification of the subsequent-token prediction objective named goldfish reduction to help mitigate the verbatim technology of memorized education data.
Perplexity summarization navigates hyperlinks: When inquiring Perplexity to summarize a webpage by means of a website link, it navigates by means of hyperlinks from your delivered connection. The user is looking for a means to limit summarization towards the Original URL.
Why Momentum Really Will work: We often think about optimization with momentum as a ball rolling down a hill. This isn’t Improper, but there's way more towards the story.
The Value of Defective Code: Associates debated the significance of which includes defective code all through education. A person mentioned, “code with problems to ensure that it understands how to repair faults”
Larger sized Types Demonstrate Top-quality Performance: Associates talked over the usefulness of bigger types, noting that superior standard-reason performance starts at all-around 3B parameters with major advancements noticed in 7B-8B styles. For best-tier performance, versions with 70B+ parameters are viewed as the benchmark.
Stress with NVIDIA Megatron-LM bugs: A user expressed aggravation just after investing weekly attempting to get megatron-lm to work, encountering various mistakes. An illustration of the issues faced is often viewed in GitHub Issue #866, which discusses a difficulty with a parser argument from the convert.py script.
Hotfix Asked for and Applied: One more user directed attention into a proposed hotfix, inquiring someone to test it. Just after confirmation, they acknowledged the repair solved The difficulty.
Licensing discussions: Users uncovered the Original Secure Cascade weights have been unveiled under an MIT license for about 4 times her explanation ahead of transforming additional resources to a more restrictive one particular, suggesting possible for business use with the MIT-accredited version. This has triggered men and women downloading that unique version.
Essential perspective on ChatGPT paper: A connection to your critique of your “ChatGPT is bullshit” paper was shared, arguing in opposition to the paper’s position that LLMs create misleading and fact-indifferent outputs. The critique is obtainable on Substack.
Instruction on Employing System Prompts with Phi-3: It absolutely was famous that Phi-three models might not happen to be optimized find more info for system prompts, but users can still prepend system prompts to user messages for fine-tuning on Phi-3 as standard. A specific flag within the tokenizer configuration was stated for enabling system prompt use.
Mixed Reception to AI Written content: Some customers felt that specified areas of AI-connected articles were being monotonous or not as attention-grabbing as hoped. Irrespective of these critiques, You will find a need for continued manufacture of such written content.
A tutorial on regression testing for LLMs: With this tutorial, you may learn the way to systematically Look at the caliber of LLM outputs. You are going to do the job with issues like adjustments in response content material, length, or tone, and find out which techniques can detect the…
Model Jailbreak Uncovered: A Economic Times ai powered bitcoin trading system report highlights hackers “jailbreaking” AI products to reveal flaws, while contributors on GitHub share a “smol q* implementation” and revolutionary tasks like llama.ttf, an LLM inference engine disguised for a font file.
Farmer and Sheep Trouble Joke: A shared a humorous tweet that extends the "a single farmer and a single find sheep issue," suggesting that "sheep can row the boat at the same time." The entire tweet may be considered right here.