Pith Number

pith:NS4FMCW3

pith:2024:NS4FMCW3MVOFHOFL5KZ24CDTX6

not attested not anchored not stored refs pending

Efficient Multi-Task Inferencing with a Shared Backbone and Lightweight Task-Specific Adapters for Automatic Scoring

Ehsan Latif, Xiaoming Zhai

arxiv:2412.21065 v2 · 2024-12-30 · 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{NS4FMCW3MVOFHOFL5KZ24CDTX6}

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.

Receipt and verification

First computed	2026-07-05T11:25:07.186447Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6cb8560adb655c53b8abeab3ae0873bf8f9e7b428166612143db1951b4633a46

Aliases

arxiv: 2412.21065 · arxiv_version: 2412.21065v2 · doi: 10.48550/arxiv.2412.21065 · pith_short_12: NS4FMCW3MVOF · pith_short_16: NS4FMCW3MVOFHOFL · pith_short_8: NS4FMCW3

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/NS4FMCW3MVOFHOFL5KZ24CDTX6 \
  | 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: 6cb8560adb655c53b8abeab3ae0873bf8f9e7b428166612143db1951b4633a46

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2826cc195ad58e3741ce0333c10ce20ef6e44b80d0f95c4a6e64eb6d805e978b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-30T16:34:11Z",
    "title_canon_sha256": "ea2f400715f4cf4abe9350ea722bb9d69e7cab4b4a4742c95ec4b25204afb6d9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.21065",
    "kind": "arxiv",
    "version": 2
  }
}