Pith Number

pith:UDP7OM72

pith:2023:UDP7OM72S33KZ7ELI2C6AN6XOW

not attested not anchored not stored refs pending

Are Human-generated Demonstrations Necessary for In-context Learning?

Guoyin Wang, Jiwei Li, Rui Li

arxiv:2309.14681 v4 · 2023-09-26 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UDP7OM72S33KZ7ELI2C6AN6XOW}

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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.

Cited by

1 paper in Pith

DRUM: Learning Demonstration Retriever for Large MUlti-modal Models

Receipt and verification

First computed	2026-07-05T07:47:26.571588Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a0dff733fa96f6acfc8b4685e037d7758ac254db394dae48f281e18baded1f09

Aliases

arxiv: 2309.14681 · arxiv_version: 2309.14681v4 · doi: 10.48550/arxiv.2309.14681 · pith_short_12: UDP7OM72S33K · pith_short_16: UDP7OM72S33KZ7EL · pith_short_8: UDP7OM72

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/UDP7OM72S33KZ7ELI2C6AN6XOW \
  | 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: a0dff733fa96f6acfc8b4685e037d7758ac254db394dae48f281e18baded1f09

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9c49efcd4684123c7bc401a64f1e4c3aff465d819595432ae5772bf1a3f04ccb",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-26T05:10:08Z",
    "title_canon_sha256": "afa30155736929504565dd006068147871aa65be8572ea89782c2f9aa5234a0d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.14681",
    "kind": "arxiv",
    "version": 4
  }
}