Review a Compact GPT-Style Transformer Implementation

Quick Overview

Review a compact decoder-only Transformer by tracing tensor shapes through causal multi-head attention, shifted next-token loss, and autoregressive generation. Examine mask correctness, padding, numerical behavior, positional schemes, context cropping, sampling, and cached-versus-uncached parity tests.

Review a Compact GPT-Style Transformer Implementation

Company: Mercor

Role: Machine Learning Engineer

Category: Machine Learning

Difficulty: medium

Interview Round: Onsite

Overview: Review a compact decoder-only Transformer by tracing tensor shapes through causal multi-head attention, shifted next-token loss, and autoregressive generation. Examine mask correctness, padding, numerical behavior, positional schemes, context cropping, sampling, and cached-versus-uncached parity tests.

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Mercor
Jul 8, 2026
mediumMachine Learning EngineerOnsiteMachine Learning
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