Pith Number

pith:UKUPJ6NK

pith:2023:UKUPJ6NKSYP5QGNMGE4MYIW4HR

not attested not anchored not stored refs pending

ComplexityNet: Increasing LLM Inference Efficiency by Learning Task Complexity

Aghyad Deeb, Alex Fleury, Henry Bae, Kehang Zhu

arxiv:2312.11511 v3 · 2023-12-12 · cs.CL · cs.AI · 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{UKUPJ6NKSYP5QGNMGE4MYIW4HR}

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

1 paper in Pith

Task Decomposition for Efficient Annotation

Receipt and verification

First computed	2026-07-05T09:20:22.267214Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a2a8f4f9aa961fd819ac3138cc22dc3c6d34ed6329728ef79238dd7e7e5b92b0

Aliases

arxiv: 2312.11511 · arxiv_version: 2312.11511v3 · doi: 10.48550/arxiv.2312.11511 · pith_short_12: UKUPJ6NKSYP5 · pith_short_16: UKUPJ6NKSYP5QGNM · pith_short_8: UKUPJ6NK

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/UKUPJ6NKSYP5QGNMGE4MYIW4HR \
  | 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: a2a8f4f9aa961fd819ac3138cc22dc3c6d34ed6329728ef79238dd7e7e5b92b0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "65965acb033bf3a70c84280d732c67dc891534e263e4c9ce1ed0cc0fead2c45b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-12-12T05:38:55Z",
    "title_canon_sha256": "0b31cedb91b05b83a6ad7d90f5c06f45649400a80c0415983d468c561e4d873b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.11511",
    "kind": "arxiv",
    "version": 3
  }
}