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GitHub seismograph — discoveries and growing interest

Knowledgator/GLiFormer

Language modelsPython
Total stars
127
Today
+0
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Generalist Multitask Transformer Encoders

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About the project

A framework for training and running generalist multitask transformer encoders that extract entities, relations, classifications, and structured records from text, documents, images, and audio. Built on GLiNER, it lets you specify labels and extraction schemas at inference time.

Useful for
  • Extract named entities from text by specifying label types at inference time
  • Build nested company → departments → employees records from unstructured text
  • Fine-tune the model on your own annotations while freezing selected components

README summarized by DeepSeek V4.1 Flash. Details may be inaccurate. Read the original README →

0.0 Steady Magnitude out of 10 — how fast interest is growing, not a quality score.

Star growth looks organic. Data as of September 28, 2026, 00:05 UTC.

The star-growth assessment does not verify whether the project is safe to run.

Stars per day

01020September 11, 2026November 2, 2026

Bars show stars per UTC day; the line is a moving average of available history. Gaps mean missing data, not zero growth. Today's bar is incomplete. Red marks spike days.

Why it’s trending

  • The repository is 17 days old and already has 127 stars.

Measured growth: the last 7 completed days

The full 7-day window is unavailable; no weekly total or comparison is calculated.

Daily measurements · UTC
October 26, 2026
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October 27, 2026
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October 28, 2026
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October 29, 2026
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October 30, 2026
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October 31, 2026
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November 1, 2026
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Completed days come from GitHub star history; today and forecasts are excluded from this comparison. History checked: September 27, 2026, 12:51 UTC. Sources and measurement limits →

Three GitHub discoveries in each edition

What they do, why they are gaining interest, and what to check before using them.

Editions at 10:00, 16:00, 22:00 MSK.

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Numbers

Total stars
127
Today
+0 stars on 2026-09-28 (UTC), ≈ 0 by evening
Forks
11
Issues and pull requests
4
Watchers
0
Language
Python
License
Apache-2.0
Created
September 11, 2026
Last push
September 15, 2026

Star trust

Growth looks organic: forks and discussion are in line with active projects, and stars arrive unevenly, the way people give them.

These are heuristics, not a verdict: we judge by the repository’s behavior, not by a list of stargazers.

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GitNova: 0.0
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