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Parallel Scaling Law for Language Model — Beyond Parameter and Inference Time Scaling

active 2025-05-162026-05-28 (UTC)

Partial coverage11,391 / 12,300 hourly files (93%) · 2 absent upstream · 906 failed, retryable2025-03-162026-08-10 (UTC)— sampled evenly across the window, so rankings and trends hold; absolute counts scale up.
Events
208
Pushes
0
Pull requests
1
Issues
6
Stars
186
Forks
7

Activity over time

Daily event counts in the loaded window

Line chart, 378 days from 2025-05-16 to 2026-05-28. Pushes: 0 total, peak 0 in a day. Pull requests: 1 total, peak 1 in a day. Issues: 6 total, peak 3 in a day. Comments: 8 total, peak 3 in a day. Stars: 186 total, peak 24 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

ContributorContributionsPushesPRsComments
BiggHeadd4003
carefree09102001
YangYangGirl2010
XenoZLH1001
opaidaai1000
Keytoyze1001
Kenwwww1001
TjuJianyu1000
HollowMan61000

Recent activity

Latest issues, pull requests and releases

  • Issue comment#2XenoZLH2025-12-31 08:44
    How to apply ParScale to Off-the-Shelf Pre-Trained Model
  • Pull request#11YangYangGirl2025-08-21 05:55
  • Issue comment#2Hyacehila2025-07-23 17:28
    How to apply ParScale to Off-the-Shelf Pre-Trained Model
  • Issue#10YangYangGirl2025-07-15 06:22
    Confirming prefix reparameterization implementation in ParScale
  • Issue#8opaidaai2025-06-04 19:22
    how to train ParScale model?
  • Issue#5HollowMan62025-05-24 02:42
    ParScale for Qwen3
  • Issue comment#2BiggHeadd2025-05-22 02:29
    How to apply ParScale to Off-the-Shelf Pre-Trained Model
  • Issue comment#2BiggHeadd2025-05-22 02:24
    How to apply ParScale to Off-the-Shelf Pre-Trained Model
  • Issue comment#2Kenwwww2025-05-21 02:56
    How to apply ParScale to Off-the-Shelf Pre-Trained Model
  • Issue comment#3Keytoyze2025-05-20 04:16
    Worthful citations
  • Issue comment#2BiggHeadd2025-05-20 03:42
    How to apply ParScale to Off-the-Shelf Pre-Trained Model
  • Issue#2BiggHeadd2025-05-20 03:42
    How to apply ParScale to Off-the-Shelf Pre-Trained Model
  • Issue comment#1carefree09102025-05-20 01:39
    Initialization of `prefix_k`
  • Issue#1carefree09102025-05-20 01:39
    Initialization of `prefix_k`
  • Issue#3TjuJianyu2025-05-20 01:24
    Worthful citations

Totals cover only the window loaded into ClickHouse and count events, not GitHub's lifetime totals — 186 stars here means stars gained during the window, not the repo's star count.