Pith Number

pith:ZFB7OTAV

pith:2024:ZFB7OTAVULBQPHSLKZCKIZ5QVY

not attested not anchored not stored refs pending

Optimizing Multi-Task Learning for Enhanced Performance in Large Language Models

Bingying Liu, Chihang Wang, Hongye Zheng, Jiajing Chen, Shuo Wang, Zhen Qi

arxiv:2412.06249 v1 · 2024-12-09 · 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{ZFB7OTAVULBQPHSLKZCKIZ5QVY}

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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	2026-07-05T09:46:17.899088Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c943f74c15a2c3079e4b5644a467b0ae3372410c13c0435559132a1128381bcb

Aliases

arxiv: 2412.06249 · arxiv_version: 2412.06249v1 · doi: 10.48550/arxiv.2412.06249 · pith_short_12: ZFB7OTAVULBQ · pith_short_16: ZFB7OTAVULBQPHSL · pith_short_8: ZFB7OTAV

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/ZFB7OTAVULBQPHSLKZCKIZ5QVY \
  | 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: c943f74c15a2c3079e4b5644a467b0ae3372410c13c0435559132a1128381bcb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fb0bbe2ee6c3205c0f831ffb2860565b16dc2f1839ac564428b80d7039bfc029",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-09T06:47:42Z",
    "title_canon_sha256": "28d9d8fb00842deb7ff8490f28ba5a3574a9df39dd7e9fbe0463bf1e0edcf7d6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.06249",
    "kind": "arxiv",
    "version": 1
  }
}