Pith Number

pith:STGYJY6Q

pith:2022:STGYJY6Q64JTY2P4YX2TAI6V5C

not attested not anchored not stored refs pending

Improving the Sample Efficiency of Prompt Tuning with Domain Adaptation

Boyang Li, Han Yu, Xu Guo

arxiv:2210.02952 v2 · 2022-10-06 · 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{STGYJY6Q64JTY2P4YX2TAI6V5C}

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

Large language model as user daily behavior data generator: balancing population diversity and individual personality

Receipt and verification

First computed	2026-07-05T05:08:52.973043Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

94cd84e3d0f7133c69fcc5f53023d5e89f3bdcfc26ca711cedcc711688eb23dc

Aliases

arxiv: 2210.02952 · arxiv_version: 2210.02952v2 · doi: 10.48550/arxiv.2210.02952 · pith_short_12: STGYJY6Q64JT · pith_short_16: STGYJY6Q64JTY2P4 · pith_short_8: STGYJY6Q

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/STGYJY6Q64JTY2P4YX2TAI6V5C \
  | 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: 94cd84e3d0f7133c69fcc5f53023d5e89f3bdcfc26ca711cedcc711688eb23dc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4864ccfd1be5f24bbe748a52dd560d20cbec2d4d032a61f0b8228eb451bb2142",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-10-06T14:44:21Z",
    "title_canon_sha256": "4e34ffec0e13c5907969fcce09dfe2ee200d8e0d259c418a068f3699c3d8b70a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.02952",
    "kind": "arxiv",
    "version": 2
  }
}