Pith. sign in
Pith Number

pith:STP76XEO

pith:2024:STP76XEOLFDMJ3CZ3FSFZ5ZTM3
not attested not anchored not stored refs pending

TrimLLM: Progressive Layer Dropping for Domain-Specific LLMs

Hao Zhang, Lanxiang Hu, Tajana Rosing

arxiv:2412.11242 v2 · 2024-12-15 · cs.LG · cs.AI · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{STP76XEOLFDMJ3CZ3FSFZ5ZTM3}

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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.
Receipt and verification
First computed 2026-07-05T09:51:39.916995Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

94dfff5c8e5946c4ec59d9645cf73366f0c7750301948fdbffb0d8f7d6bd15f4

Aliases

arxiv: 2412.11242 · arxiv_version: 2412.11242v2 · doi: 10.48550/arxiv.2412.11242 · pith_short_12: STP76XEOLFDM · pith_short_16: STP76XEOLFDMJ3CZ · pith_short_8: STP76XEO
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/STP76XEOLFDMJ3CZ3FSFZ5ZTM3 \
  | 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: 94dfff5c8e5946c4ec59d9645cf73366f0c7750301948fdbffb0d8f7d6bd15f4
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "7682b3a40f8cd127994cd3bfa61ef279e031e790763f6631669bb5cc5fe1498c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-15T16:47:16Z",
    "title_canon_sha256": "e2cd4656717db234eb57853bd01f5d52a29ae3d894a2ff8240a888be3d8e5fd8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.11242",
    "kind": "arxiv",
    "version": 2
  }
}