Code for the paper "What's the Magic Word? A Control Theory of LLM Prompting"
active 2023-10-02 → 2025-12-22 (UTC)
Activity over time
Daily event counts in the loaded window
Line chart, 813 days from 2023-10-02 to 2025-12-22. Pushes: 195 total, peak 27 in a day. Pull requests: 4 total, peak 2 in a day. Issues: 11 total, peak 3 in a day. Comments: 12 total, peak 4 in a day. Stars: 102 total, peak 11 in a day.
- Pushes
- Pull requests
- Issues
- Comments
- Stars
Stars, PRs, issues and forks are under-captured in the later part of this window. GH Archive progressively stopped capturing non-push events during 2026 — −95% or worse by the end of the window. Every series here except Pushes fades for that reason, so a decline above reflects the archive, not this repository. Pushes stay reliable throughout, so read them, and the contributor counts derived from them, as the real signal. Data health has the measurements.
Top contributors
Pushes, PRs, issues, reviews and comments — stars and forks excluded, so this is contribution rather than popularity
| Contributor | Contributions | Pushes | PRs | Comments |
|---|---|---|---|---|
| amanb2000 | 211 | 190 | 4 | 8 |
| mbadikyan | 6 | 0 | 0 | 4 |
| Cameron7195 | 5 | 5 | 0 | 0 |
Recent activity
Latest issues, pull requests and releases
- Issue#9amanb20002024-06-08 00:05Only recompute pool_scores in greedy_forward_reachability() when R_t changes
- Issue#8amanb20002024-06-08 00:02Track equivalent prompts in greedy_forward_reachability()
- Issue#3amanb20002024-06-07 23:58Forward GCG
- Issue#5amanb20002024-06-07 23:56Multi-token backoff control
- Issue#7amanb20002024-06-07 23:55Greedy Forward Reachability
- Issue#7amanb20002024-05-25 08:24Greedy Forward Reachability
- Issue comment#6amanb20002024-05-21 04:22Stochastic GCG for optimizing prompts on datasets
- Issue#6amanb20002024-05-21 04:20Stochastic GCG for optimizing prompts on datasets
- Issue#5amanb20002024-03-26 05:53Multi-token backoff control
- Pull request#4amanb20002023-11-19 16:59
- Pull request#4amanb20002023-11-19 16:59
- Issue comment#3amanb20002023-11-19 07:44Forward GCG
- Issue comment#3amanb20002023-11-19 07:36Forward GCG
- Issue comment#3amanb20002023-11-19 07:33Forward GCG
- Issue comment#3amanb20002023-11-19 07:28Forward GCG
- Issue#3amanb20002023-11-19 07:18Forward GCG
- Pull request#2amanb20002023-11-18 12:06
- Pull request#2amanb20002023-11-18 12:06
- Issue comment#1mbadikyan2023-11-16 13:39Example Script
- Issue#1mbadikyan2023-11-16 13:39Example Script
- Issue comment#1amanb20002023-11-15 00:09Example Script
- Issue comment#1mbadikyan2023-11-10 13:47Example Script
- Issue comment#1amanb20002023-11-10 01:56Example Script
- Issue comment#1mbadikyan2023-11-09 17:35Example Script
- Issue comment#1mbadikyan2023-11-08 15:57Example Script
Totals cover only the window loaded into ClickHouse and count events, not GitHub's lifetime totals — 102 stars here means stars gained during the window, not the repo's star count.