Apr 28, 2026 · Artificial Intelligence

Can LLMs Answer More Accurately While Writing Less? Introducing SHAPE’s Reasoning Tax

The SHAPE framework (Stage‑aware Hierarchical Advantage via Potential Estimation) adds a milestone‑based “reasoning tax” to large language model inference, providing step‑wise correctness signals and penalizing verbosity, which yields an average 3% accuracy gain and a 30% reduction in token consumption across multiple math‑reasoning benchmarks.

ACL 2026LLMMathematical Reasoning

0 likes · 10 min read

Can LLMs Answer More Accurately While Writing Less? Introducing SHAPE’s Reasoning Tax

Rare Earth Juejin Tech Community

Jun 16, 2025 · Frontend Development

Master CSS shape(): Create Complex Clip‑Path Shapes with Percentages and Arcs

This tutorial explains the CSS shape() function, its syntax, and how it extends clip‑path and offset‑path capabilities, allowing developers to craft responsive, irregular shapes using percentages, variables, and arc commands, with practical code examples and browser compatibility notes.

ARCCSSSHAPE

0 likes · 14 min read

Master CSS shape(): Create Complex Clip‑Path Shapes with Percentages and Arcs