Han Ngo tieubao

Success Stories of Fine-Tuning LLMs Across Industries

Below is a summary of diverse use cases where companies fine-tuned large language models (LLMs) to solve business challenges that previous methods struggled with. Each case highlights the challenge, the fine-tuning approach, and the key results achieved.

Summary of Fine-Tuning Success Cases

Use Case	Key Results	Source Link
Wealth Management Assistant (Finance)	98% advisor adoption; document access up from 20% to 80%	OpenAI & Morgan Stanley
Insurance Claims AI (Insurance)	30% accuracy improvement vs. generic LLMs	[Insurance News (EXL)](https://www.insurancenews.c

Well, that was unexpected. In the following, I’m trying to follow Jon Evans’ advice from “The Terrible Technical Interview”.

To: [email protected]
From: Ahmed Fasih
Subject: Re: Programming Test Invitation

Hi there! Thanks for offering to let me take a HackerRank test for ABC, I appreciate the vote of confidence.

Swift Concurrency Manifesto

Author: Chris Lattner

Chinese Translation by Jason Yu

Count the number of unique characters in a file

# https://unix.stackexchange.com/questions/5010/how-can-i-count-the-number-of-different-characters-in-a-file
# works for linux. There is a variation for MacOS in the link ^
sed 's/\(.\)/\1\n/g' text.txt | sort | uniq -c # sort -nr # uncomment this to sort the list by frequency

Replace a string in all instances of files in a directory

On OS X the Packed Pixels display won't automatically show up as "Retina" or "HiDPI" resolution, instead the OS will use the full resolution of the display making everything tiny. This can be changed using the 3rd party app (non-free) SwitchResX.

First, download SwitchResX.

You can play with the resolutions for the Packed Pixels which is probably listed as Color LCD (2). However not all of the HiDPI resolutions work due to an OS X bug. If you are happy with any of the ones that do work then stop here, else continue.

If you're on El Capitan or later you need to disable System Integrity Protection (temporarily) to add a custom resolution for Packed Pixels. Follow the instructions from SwitchResX creator.

Now add a Custom Resolution that is "scaled". It must be 2 pixels bigger or smaller than the native resolution in one direction (this is the OS X quirk). I found bigger makes it slightly blurry so go w

	const MY_DOMAIN = "agodrich.com"
	const START_PAGE = "https://www.notion.so/gatsby-starter-notion-2c5e3d685aa341088d4cd8daca52fcc2"
	const DISQUS_SHORTNAME = "agodrich"

	addEventListener('fetch', event => {
	event.respondWith(fetchAndApply(event.request))
	})

	const corsHeaders = {
	"Access-Control-Allow-Origin": "*",

	// XML generation by code
	// based on https://www.schibsted.pl/blog/back-end/readable-xml-kotlin-extensions/
	fun XmlSerializer.document(docName: String = "UTF-8",
	xmlStringWriter: StringWriter = StringWriter(),
	init: XmlSerializer.() -> Unit): String {
	startDocument(docName, true)
	xmlStringWriter.buffer.setLength(0) // refreshing string writer due to reuse
	setOutput(xmlStringWriter)
	init()
	endDocument()

	{

	// you may set specific environment variables here
	// e.g "env": { "PATH": "$HOME/go/bin:$PATH" }
	// in values, $PATH and ${PATH} are replaced with
	// the corresponding environment(PATH) variable, if it exists.
	//"env": {"GOPATH": "$HOME/Projects/go:$HOME/Projects/go/src/github.com/originalilluminaughty/watchly/local/", "PATH": "$GOPATH/bin:$PATH" },


	"env": {"GOPATH": "$HOME/Projects/go/:$HOME/Projects/go/src/github.com/skizzehq/skizze/:$HOME/Projects/go/src/github.com/skizzehq/skizze/vendor", "PATH": "$GOPATH/bin:$PATH" },

	// Package GinHTMLRender provides some sugar for gin's template rendering
	//
	// This work is based on gin contribs multitemplate render https://github.com/gin-gonic/contrib/blob/master/renders/multitemplate
	//
	// Usage
	//
	// router := gin.Default()
	//
	// // Set html render options
	// htmlRender := GinHTMLRender.New()

	/**
	* Adapted from https://github.com/indragiek/AlamofireRACExtensions
	*/
	public func get<T>(url: String, f: (AnyObject -> Result<T, NSError>)) -> SignalProducer<T, NSError> {
	return SignalProducer { sink, disposable in
	let request = Alamofire.request(.GET, hostname + url)
	.responseJSON { (request, response, responseObject, error) in
	if let error = error {
	sendError(sink, error)
	} else if let response = response {

Han Ngo tieubao

Success Stories of Fine-Tuning LLMs Across Industries

Swift Concurrency Manifesto

Contents

Count the number of unique characters in a file

Replace a string in all instances of files in a directory