Pith Number

pith:JGWRKJIY

pith:2022:JGWRKJIY5FR6LRX46DC27LMVIO

not attested not anchored not stored refs pending

Model ensemble instead of prompt fusion: a sample-specific knowledge transfer method for few-shot prompt tuning

Caiming Xiong, Chen Xing, Chien-Sheng Wu, Prafulla Kumar Choubey, Xiangyu Peng

arxiv:2210.12587 v3 · 2022-10-23 · 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{JGWRKJIY5FR6LRX46DC27LMVIO}

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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	2026-07-05T05:47:04.468960Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

49ad152518e963e5c6fcf0c5afad954398fb0fc4b7606d6ffb1254519cc83063

Aliases

arxiv: 2210.12587 · arxiv_version: 2210.12587v3 · doi: 10.48550/arxiv.2210.12587 · pith_short_12: JGWRKJIY5FR6 · pith_short_16: JGWRKJIY5FR6LRX4 · pith_short_8: JGWRKJIY

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/JGWRKJIY5FR6LRX46DC27LMVIO \
  | 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: 49ad152518e963e5c6fcf0c5afad954398fb0fc4b7606d6ffb1254519cc83063

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "29288bd5d1e04c4e736939b3cb91fbc9e6b4bd002f9f31656fb91d1c514c1627",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-10-23T01:33:16Z",
    "title_canon_sha256": "59fbb5a869bde4ed5d5e6182b0ed98449d40a5193d38dd0e89900adbb4046e25"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.12587",
    "kind": "arxiv",
    "version": 3
  }
}