VOLTBench quantifies length volatility in LLM long-form generation; GLoBo, a logits-boosting decoder, increases mean length by 148% and cuts volatility by 69% while preserving quality.
21 On Stable Long-Form Generation: Benchmarking and Mitigating Length Volatility Figure 24.Model performance on theKeyword Presence Constraint
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On Stable Long-Form Generation: Benchmarking and Mitigating Length Volatility
VOLTBench quantifies length volatility in LLM long-form generation; GLoBo, a logits-boosting decoder, increases mean length by 148% and cuts volatility by 69% while preserving quality.