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probability distribution

5 articles · Page 1 of 1
Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Apr 12, 2026 · Artificial Intelligence

Deep Dive into Forward vs Reverse KL Divergence: When to Use Which?

The article explains the definitions, properties, and asymmetric nature of KL divergence, compares Forward KL (mean‑seeking) and Reverse KL (mode‑seeking) through bimodal examples, and provides practical guidelines for choosing between them based on sampling and probability‑evaluation capabilities in machine‑learning tasks.

KL DivergenceModel Selectionforward KL
0 likes · 10 min read
Deep Dive into Forward vs Reverse KL Divergence: When to Use Which?
Machine Heart
Machine Heart
Mar 31, 2026 · Artificial Intelligence

Can LLM Judges Be Trusted? TrustJudge Leverages Full Probability Distributions

LLM judges often produce contradictory scores and non‑transitive preferences; the TrustJudge framework replaces discrete scoring with distribution‑sensitive scoring and likelihood‑aware aggregation, dramatically reducing both score‑comparison and pairwise‑transitivity inconsistencies across multiple model families, improving accuracy and even serving as a reward signal for RL training.

LLM evaluationTrustJudgeinconsistency reduction
0 likes · 12 min read
Can LLM Judges Be Trusted? TrustJudge Leverages Full Probability Distributions
Caiyun Tech Team
Caiyun Tech Team
Oct 12, 2023 · Operations

How to Perform Quality Control for Temperature Data

The article explains the challenges of temperature data quality control in weather apps, critiques simple threshold filtering, and presents a statistical‑based solution that builds a probability‑distribution model from a decade of nationwide observations, implements a RESTful API, and evaluates its performance across locations, times, and seasons.

REST APIdata samplingprobability distribution
0 likes · 19 min read
How to Perform Quality Control for Temperature Data