Pith Number

pith:GG7FYD47

pith:2025:GG7FYD47ZKO3LFCQZROI4COYS7

not attested not anchored not stored refs pending

From Dense to Dynamic: Token-Difficulty Driven MoEfication of Pre-Trained LLMs

Devang Naik, Kumari Nishu, Mahyar Najibi, Maxwell Horton, Mehrdad Farajtabar, Minsik Cho, Moin Nabi, Sachin Mehta, Samira Abnar

arxiv:2502.12325 v1 · 2025-02-17 · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GG7FYD47ZKO3LFCQZROI4COYS7}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

Steering Conceptual Bias via Transformer Latent-Subspace Activation

Receipt and verification

First computed	2026-07-05T10:15:53.639034Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

31be5c0f9fca9db59450cc5c8e09d897fd5377328a615ca058e5d51135ad4441

Aliases

arxiv: 2502.12325 · arxiv_version: 2502.12325v1 · doi: 10.48550/arxiv.2502.12325 · pith_short_12: GG7FYD47ZKO3 · pith_short_16: GG7FYD47ZKO3LFCQ · pith_short_8: GG7FYD47

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/GG7FYD47ZKO3LFCQZROI4COYS7 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 31be5c0f9fca9db59450cc5c8e09d897fd5377328a615ca058e5d51135ad4441

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a82ffd82a0536972002cb9ca9654977ea4614509a446ff2d2f0b67c3e5a55c3d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-17T21:12:57Z",
    "title_canon_sha256": "a3fb1db05d509012c129c654c927052477246c39695b5ccb7ea44c1f37dad723"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.12325",
    "kind": "arxiv",
    "version": 1
  }
}