8bit.tr Journal
Evaluation
8 articles tagged with Evaluation.
January 11, 2026
Alignment Evaluation and Safety Metrics: Measuring What Users Actually Need
A technical guide to evaluating alignment and safety with measurable metrics, red-teaming, and policy tests.
January 9, 2026
Evaluation Harness for LLM Products: From Datasets to CI Gates
How to build a reliable evaluation harness for LLM products with datasets, scoring, and automated release gates.
January 3, 2026
Long-Form Reasoning Benchmarks: Beyond Short QA
A guide to evaluating long-form reasoning with multi-step tasks, evidence chains, and consistency checks.
December 26, 2025
Retrieval Evaluation and Grounding: Measuring What Actually Matters
How to evaluate retrieval systems and grounding quality in RAG pipelines with practical metrics and workflows.
December 18, 2025
Factuality Evaluation and Citation Quality: Proving Grounded Answers
How to evaluate factuality and citation quality for LLM answers in high-stakes environments.
December 16, 2025
Long-Context Benchmarking: Measuring What Actually Scales
How to benchmark long-context LLMs with realistic tasks, latency constraints, and retrieval-aware metrics.
December 6, 2025
AI Model Evaluation Playbook: Metrics, Benchmarks, and Reality Checks
How to evaluate AI models with the right metrics, human review loops, and production-grade benchmarks.
December 6, 2025
Benchmark Leakage and Contamination: Keeping Evaluation Honest
How to detect benchmark leakage, prevent contamination, and build reliable evaluation pipelines.