Min-Seek

Gold definitionUpdated Apr 2, 2026

Definition

Min-Seek is a novel sequential test-time scaling method designed to significantly improve and stabilize the accuracy of large reasoning models. It efficiently manages KV pairs to extend reasoning beyond context limits, removing the need for reasoning length fine-tuning.

At a glance

Executive summary

Min-Seek is a new technique that makes large AI models better at complex reasoning tasks by allowing them to "think" longer without getting confused or less accurate. It also makes this process more efficient and removes the need for tedious adjustments, even letting models handle very long inputs.

TL;DR

Min-Seek helps big AI models reason more accurately and stably for longer, even beyond their normal limits, by efficiently managing their memory.

Key points

A novel sequential test-time scaling method that uses an efficient, custom KV cache to stabilize and improve reasoning accuracy.
Addresses accuracy degradation and instability in large reasoning models during extended "thought" processes, and removes the need for reasoning length fine-tuning.
Used by researchers and ML engineers working with large language models (LLMs) and other large reasoning models, especially for complex, multi-step tasks.
Unlike existing sequential test-time scaling methods that show accuracy degradation with extended reasoning, Min-Seek stabilizes accuracy and removes fine-tuning requirements.
Focus on improving the robustness, efficiency, and context handling of large reasoning models, particularly for complex problem-solving and long-context understanding.

Use cases

Deploying LLMs to solve multi-step physics or chemistry problems requiring extended logical deduction.
Enabling AI systems to reason over very long legal texts, identifying subtle connections and implications beyond standard context windows.
Assisting doctors by allowing AI to synthesize information from extensive patient histories and research papers for more accurate diagnostic reasoning.
Improving the ability of AI to generate and debug large, intricate codebases by maintaining coherence over longer reasoning chains.

Also known as

Min-Seek

Min-Seek

Definition

At a glance

Executive summary

TL;DR

Key points

Use cases

Also known as

Related papers

Related topics