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Tencent Advertising Technology
Tencent Advertising Technology
Aug 13, 2024 · Artificial Intelligence

Strengthened Symbol Binding Makes Large Language Models Reliable Multiple-Choice Selectors

This paper investigates selection bias in large language models for multiple‑choice tasks, proposes metrics to quantify symbol‑content binding, introduces Reweighting Symbol‑Content Binding (RSCB) and Point‑wise Intelligent Feedback (PIF) methods, and demonstrates their effectiveness in reducing bias and improving accuracy, including a real‑world Tencent advertising feature‑evaluation deployment.

Symbol Bindingmultiple choicepointwise feedback
0 likes · 16 min read
Strengthened Symbol Binding Makes Large Language Models Reliable Multiple-Choice Selectors
php Courses
php Courses
Jun 15, 2021 · Fundamentals

Comprehensive Technical Exam with Multiple‑Choice, Short Answer, and Programming Questions

The article provides a full‑length technical exam covering multiple‑choice questions on programming history, algorithms, networking and 5G, short answer queries about design patterns and tree operations, and coding challenges that ask participants to implement solutions for counting ways to eat bread, climb stairs, and analyze a C program that counts cycles in a permutation.

AlgorithmsData StructuresNetworking
0 likes · 6 min read
Comprehensive Technical Exam with Multiple‑Choice, Short Answer, and Programming Questions