Pith Number

pith:BI7TU7II

pith:2022:BI7TU7IIWYFXWF3IG5KAL5VHM3

not attested not anchored not stored refs pending

Generate rather than Retrieve: Large Language Models are Strong Context Generators

Chenguang Zhu, Dan Iter, Meng Jiang, Michael Zeng, Mingxuan Ju, Shuohang Wang, Soumya Sanyal, Wenhao Yu, Yichong Xu

arxiv:2209.10063 v3 · 2022-09-21 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{BI7TU7IIWYFXWF3IG5KAL5VHM3}

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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

8 papers in Pith

Retrieval-Augmented Generation for Large Language Models: A Survey

ZeroSearch: Incentivize the Search Capability of LLMs without Searching

MemSearcher: Training LLMs to Reason, Search and Manage Memory via End-to-End Reinforcement Learning

ZeroSearch: Incentivize the Search Capability of LLMs without Searching

Retrieval-Augmented Generation for AI-Generated Content: A Survey

Receipt and verification

First computed	2026-07-05T05:35:46.480784Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0a3f3a7d08b60b7b1768375405f6a766c1a720f9023f8574d527d64bf4c6f600

Aliases

arxiv: 2209.10063 · arxiv_version: 2209.10063v3 · doi: 10.48550/arxiv.2209.10063 · pith_short_12: BI7TU7IIWYFX · pith_short_16: BI7TU7IIWYFXWF3I · pith_short_8: BI7TU7II

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/BI7TU7IIWYFXWF3IG5KAL5VHM3 \
  | 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: 0a3f3a7d08b60b7b1768375405f6a766c1a720f9023f8574d527d64bf4c6f600

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6b8a039d1948b6824f40c579401dc1b05c1b2e08e2086b4778a6f9cbd989121e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-09-21T01:30:59Z",
    "title_canon_sha256": "dd73038cc271127ee49161fe53b91bb40a585dc1b81d88c3be22ac936b14fd13"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.10063",
    "kind": "arxiv",
    "version": 3
  }
}