Pith Number

pith:SRP4HEH7

pith:2024:SRP4HEH7DMBBLSUUVG4XZZX7AQ

not attested not anchored not stored refs pending

In-context Demonstration Matters: On Prompt Optimization for Pseudo-Supervision Refinement

Gang Niu, Huaxiu Yao, Jiandong Zhang, Masashi Sugiyama, Zhen-Yu Zhang

arxiv:2410.03124 v2 · 2024-10-04 · 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{SRP4HEH7DMBBLSUUVG4XZZX7AQ}

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	2026-07-05T11:09:01.025838Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

945fc390ff1b0215ca94a9b97ce6ff043d336d3b9038f2f1e946a40b4eb6021b

Aliases

arxiv: 2410.03124 · arxiv_version: 2410.03124v2 · doi: 10.48550/arxiv.2410.03124 · pith_short_12: SRP4HEH7DMBB · pith_short_16: SRP4HEH7DMBBLSUU · pith_short_8: SRP4HEH7

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/SRP4HEH7DMBBLSUUVG4XZZX7AQ \
  | 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: 945fc390ff1b0215ca94a9b97ce6ff043d336d3b9038f2f1e946a40b4eb6021b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2c8429c28edb2959eb8b60a7997803cc8db7271b211515f6e482c849dc6b8ca4",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-04T03:39:28Z",
    "title_canon_sha256": "6cf3c5c8a818091542a9acc8a0eb250e8524dd88415aca16831ac41c7f814f09"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.03124",
    "kind": "arxiv",
    "version": 2
  }
}