Tag: token efficiency

Token Efficiency: How to Train Better LLMs with Less Data

Token Efficiency: How to Train Better LLMs with Less Data

Discover how token efficiency transforms LLM training. Learn techniques like data selection and dynamic pruning to cut costs and boost performance.

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Evaluating LLM Agents: Measuring Task Success, Safety, and Cost

Evaluating LLM Agents: Measuring Task Success, Safety, and Cost

Learn how to evaluate LLM agents using task success rates, safety audits, and cost-efficiency metrics to move beyond simple accuracy and ensure production reliability.

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Evaluating Reasoning Models: Think Tokens, Steps, and Accuracy Tradeoffs

Evaluating Reasoning Models: Think Tokens, Steps, and Accuracy Tradeoffs

Reasoning models improve accuracy on complex tasks but at a steep cost in tokens and dollars. Learn when they help, when they hurt, and how to use them wisely without breaking the bank.

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