Category: eCommerce
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To block or not to block? Bot is the question.
Are you accidentally slamming the door on helpful AI visitors while trying to keep your website’s content safe from being scraped for training data? Many site owners block bots to protect their intellectual property, but in doing so, they might be turning away the “good” AI traffic—like search engines and assistants that drive real visitors…
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From Free-Text to Likert Distributions: A Practical Guide to SSR for Purchase Intent
Instead of forcing LLMs to pick a number on a 1–5 scale, ask them to speak like a person and map the text to a Likert distribution via Semantic Similarity Rating (SSR). In benchmarks across 57 personal-care concept surveys (9.3k human responses), SSR reproduced human purchase intent signals with ~90% of human test–retest reliability and…
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TimesFM-ICF
In-Context Fine-Tuning for Time-Series: The Next Evolution Beyond Prophet and Traditional Forecasting How Google’s TimesFM-ICF achieves fine-tuned model performance without training – and why this changes everything for production forecasting systems If you’re reading this, you’ve likely wrestled with time-series forecasting in production. Perhaps you’ve implemented Facebook Prophet for its interpretable seasonality decomposition, experimented with…
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RexBERT
RexBERT is a domain-specialized language model trained on massive volumes of e-commerce text (product titles, descriptions, attributes, reviews, FAQs). Unlike general-purpose transformers, it is optimized to understand the quirks of product data and the way consumers phrase queries. For a technical SEO professional, this means better alignment between how search engines interpret product content and…