Pith Number

pith:GNDTH2KO

pith:2021:GNDTH2KOS25IVC3B3PBDOLGZEE

not attested not anchored not stored refs pending

LINDA: Unsupervised Learning to Interpolate in Natural Language Processing

Kyunghyun Cho, Seohyeong Jeong, Yekyung Kim

arxiv:2112.13969 v1 · 2021-12-28 · 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{GNDTH2KOS25IVC3B3PBDOLGZEE}

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

CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Receipt and verification

First computed	2026-07-05T03:44:16.966774Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

334733e94e96ba8a8b61dbc2372cd921384b5758f05a72fcdadd7f8560b27b54

Aliases

arxiv: 2112.13969 · arxiv_version: 2112.13969v1 · doi: 10.48550/arxiv.2112.13969 · pith_short_12: GNDTH2KOS25I · pith_short_16: GNDTH2KOS25IVC3B · pith_short_8: GNDTH2KO

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/GNDTH2KOS25IVC3B3PBDOLGZEE \
  | 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: 334733e94e96ba8a8b61dbc2372cd921384b5758f05a72fcdadd7f8560b27b54

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d326737382e6d3f5ce19a23d883aa5d01fdacddadc480027e556060192e78881",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-12-28T02:56:41Z",
    "title_canon_sha256": "48c6bc6f1b6c47a15b1cf77676f652585d9b6950d42f8b040271824dbb713407"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.13969",
    "kind": "arxiv",
    "version": 1
  }
}