nayakbhupen/Spnda
- Total stars
- 32
- Today
- +0
More actions
Zero-cost epistemic uncertainty quantification & hallucination detection for LLMs (90,000x faster than Semantic Entropy)
Save to My finds to follow releases and star growth. Saved in this browser.
About the project
A library for epistemic uncertainty quantification and LLM hallucination detection via Exact-Match Normalized Entropy (R_sc), requiring no NLI models or GPU and running ~90,000x faster than Semantic Entropy.
Useful for
- Wrap an OpenAI-compatible client with spanda.wrap to block uncertain answers before they reach users
- Run spnda serve as a proxy to Ollama or vLLM and check answers via the X-Spanda-Rsc header
- Run batch_compute_rsc over a list of samples to filter hallucinations in an offline pipeline
README summarized by DeepSeek V4.1 Flash. Details may be inaccurate. Read the original README →
Star growth looks organic. Data as of September 23, 2026, 09:06 UTC.
The star-growth assessment does not verify whether the project is safe to run.
Stars per day
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 22 days old and already has 32 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 22, 2026
- —
- October 23, 2026
- —
- October 24, 2026
- —
- October 25, 2026
- —
- October 26, 2026
- —
- October 27, 2026
- —
- October 28, 2026
- —
Completed days come from GitHub star history; today and forecasts are excluded from this comparison. History checked: September 21, 2026, 00:18 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.
Numbers
- Total stars
- 32
- Today
- +0 stars on 2026-09-23 (UTC), ≈ 0 by evening
- Forks
- 1
- Issues and pull requests
- 0
- Watchers
- 0
- Language
- Python
- Latest release
- v0.2.2 · September 7, 2026
- Created
- September 1, 2026
- Last push
- September 17, 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.
Spotted in
- September 18, 2026Spotted on Hacker News
- September 17, 2026Spotted on Hacker News
- September 16, 2026Spotted on Hacker News
- September 15, 2026Spotted on Hacker News
- September 14, 2026Spotted on Hacker News
- September 13, 2026Spotted on Hacker News
README badge
Paste it into your README — the badge shows the current magnitude and links to this page.
[](https://gitnova.dev/en/r/nayakbhupen/Spnda)