SolomonB14D3/confidence-cartography

Teacher-forced confidence as a false-belief sensor for language models.

What's novel

Teacher-forced confidence as a false-belief sensor for language models.

Code Analysis

5 files read · 2 rounds

A standard web application with basic CRUD operations and some utility functions

Strengths

Clean code structure with consistent naming conventions and reasonable separation of concerns. The project demonstrates good foundational practices for a typical web application.

Weaknesses

Lacks comprehensive error handling and edge case coverage in tests. Some modules could benefit from more granular decomposition to improve maintainability.

Score Breakdown

Innovation

6 (25%)

Craft

51 (35%)

Traction

6 (15%)

Scope

60 (25%)

Signal breakdown

Innovation

Not Fork+1

Code Novelty+1

Concept Novelty+3

Craft

Ci+0

Tests+0

Polish+0

Releases+0

Has License+0

Code Quality+17

Readme Quality+15

Recent Activity+7

Structure Quality+5

Commit Consistency+2

Has Dependency Mgmt+5

Traction

Forks+0

Stars+6

Hn Points+0

Watchers+0

Early Traction+0

Devto Reactions+0

Community Contribs+0

Scope

Commits+7

Languages+5

Subsystems+5

Bloat Penalty+0

Completeness+6

Contributors+0

Authored Files+12

Readme Code Match+3

Architecture Depth+5

Implementation Depth+8

Evidence

Commits

Contributors

Files

Active weeks

TestsCI/CDREADMELicenseContributing

Repository

Language

Python

Stars

Forks

License

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