OPEN_SOURCE ↗
REDDIT · REDDIT// 1d agoTUTORIAL
Sampling tweaks fix Qwen 3.5 overthinking
Qwen 3.5's reasoning trace can be improved by enabling built-in tools and setting specific sampling parameters like presence penalty to 1.5. This shifts the model from long, repetitive reasoning to a more natural, Claude-like trace, making it significantly more efficient for daily developer tasks and reducing the "yapping" that often plagues local LLM reasoning chains.
// ANALYSIS
Qwen 3.5's overthinking issue highlights a growing need for "reasoning constraints" in local LLMs to prevent efficient models from becoming slow liabilities.
- –**Tool-Induced Brevity**: Activating tools swaps the model's dense bullet-point reasoning for a more concise "Claude-style" internal monologue.
- –**Presence Penalty is Key**: Increasing `presence_penalty` to 1.5 helps prune the repetitive tokens that lead to infinite loops in long-context reasoning.
- –**Workflow-Dependent**: The fix is particularly effective in Open-WebUI with native function calling enabled, though it applies to any harness that can handle tool definitions.
- –**Community-Driven Refinement**: This reinforces the trend of local LLM power users having to prompt-tune base models to reach their full potential without switching to larger variants.
// TAGS
qwen-3.5llmreasoningprompt-engineeringdevtool
DISCOVERED
1d ago
2026-04-14
PUBLISHED
1d ago
2026-04-13
RELEVANCE
8/ 10
AUTHOR
ayylmaonade