Pith Number

pith:QVMUDD26

pith:2021:QVMUDD26L3POXT5P2VWG7U2WCU

not attested not anchored not stored refs pending

Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing

Graham Neubig, Hiroaki Hayashi, Jinlan Fu, Pengfei Liu, Weizhe Yuan, Zhengbao Jiang

arxiv:2107.13586 v1 · 2021-07-28 · cs.CL · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{QVMUDD26L3POXT5P2VWG7U2WCU}

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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

19 papers in Pith

Structure Before Collapse: Transient semantic geometry in next-token prediction

Self-Harness: Harnesses That Improve Themselves

CRAFT: Cost-aware Refinement And Front-aware Tuning of Prompts

Latent Diffusion Pretraining for Crystal Property Prediction

Towards Expert-Level Medical Question Answering with Large Language Models

Receipt and verification

First computed	2026-07-05T03:01:37.954847Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8559418f5e5edeebcfafd56c6fd35615194ed1955783d7881843565c47d4dd81

Aliases

arxiv: 2107.13586 · arxiv_version: 2107.13586v1 · doi: 10.48550/arxiv.2107.13586 · pith_short_12: QVMUDD26L3PO · pith_short_16: QVMUDD26L3POXT5P · pith_short_8: QVMUDD26

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/QVMUDD26L3POXT5P2VWG7U2WCU \
  | 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: 8559418f5e5edeebcfafd56c6fd35615194ed1955783d7881843565c47d4dd81

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "26898853d386d650e93d66a1ea7af8c58c67d3c9c147671a29d15297a8a5f6f5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-07-28T18:09:46Z",
    "title_canon_sha256": "6dc36e1047205acff589cfd477f93bf7cd11e47c8335e5947dda22dca13c6439"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.13586",
    "kind": "arxiv",
    "version": 1
  }
}