hongbinye/Cognitive-Mirage-Hallucinations-in-LLMs
Repository for the paper "Cognitive Mirage: A Review of Hallucinations in Large Language Models"
This project provides a comprehensive overview of how Large Language Models (LLMs) can generate incorrect or misleading information, known as "hallucinations." It takes in various research papers and existing LLM models, categorizes the types of hallucinations, and outlines methods for detecting and improving LLM reliability. It's designed for researchers, AI developers, and technical practitioners working with or building on LLMs.
No commits in the last 6 months.
Use this if you need to understand the underlying causes and solutions for inaccurate outputs from Large Language Models and want to explore research-backed strategies for mitigation.
Not ideal if you are a non-technical user looking for a simple tool to instantly fix LLM hallucinations without engaging with research or technical concepts.
Stars
49
Forks
2
Language
—
License
MIT
Category
Last pushed
Oct 21, 2023
Commits (30d)
0
Get this data via API
curl "https://pt-edge.onrender.com/api/v1/quality/llm-tools/hongbinye/Cognitive-Mirage-Hallucinations-in-LLMs"
Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.
Higher-rated alternatives
vectara/hallucination-leaderboard
Leaderboard Comparing LLM Performance at Producing Hallucinations when Summarizing Short Documents
PKU-YuanGroup/Hallucination-Attack
Attack to induce LLMs within hallucinations
amir-hameed-mir/Sirraya_LSD_Code
Layer-wise Semantic Dynamics (LSD) is a model-agnostic framework for hallucination detection in...
NishilBalar/Awesome-LVLM-Hallucination
up-to-date curated list of state-of-the-art Large vision language models hallucinations...
intuit/sac3
Official repo for SAC3: Reliable Hallucination Detection in Black-Box Language Models via...