Pith Number

pith:XS62TQTR

pith:2025:XS62TQTR4HNR3FAM3EPLVX4V5I

not attested not anchored not stored refs pending

Knowledge Distillation with Training Wheels

Abhinav Sethy, Anand Ramachandran, Guanlin Liu, Tanmay Gangwani, Yan Fu

arxiv:2502.17717 v1 · 2025-02-24 · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XS62TQTR4HNR3FAM3EPLVX4V5I}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

5 papers in Pith

TREK: Distill to Explore, Reinforce to Refine

Beyond GRPO and On-Policy Distillation: An Empirical Sparse-to-Dense Reward Principle for Language-Model Post-Training

Receipt and verification

First computed	2026-07-05T10:19:42.882746Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bcbda9c271e1db1d940cd91ebadf95ea107a2572f66f148b396c1e3f232b49fa

Aliases

arxiv: 2502.17717 · arxiv_version: 2502.17717v1 · doi: 10.48550/arxiv.2502.17717 · pith_short_12: XS62TQTR4HNR · pith_short_16: XS62TQTR4HNR3FAM · pith_short_8: XS62TQTR

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/XS62TQTR4HNR3FAM3EPLVX4V5I \
  | 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: bcbda9c271e1db1d940cd91ebadf95ea107a2572f66f148b396c1e3f232b49fa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "185ed232bcecb370c0bbc3995946270121360d962f123002070740ae6d89ba3b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-24T23:17:52Z",
    "title_canon_sha256": "f4899b78cc1a0d6aeebea1ba4af7b0f3c61efb3daa77dbc969e390751b63f56b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.17717",
    "kind": "arxiv",
    "version": 1
  }
}