Pith Number

pith:FMSISGF2

pith:2022:FMSISGF2ZLBTQ5SVN7RJADKEU5

not attested not anchored not stored refs pending

Internet-augmented language models through few-shot prompting for open-domain question answering

Angeliki Lazaridou, Elena Gribovskaya, Nikolai Grigorev, Wojciech Stokowiec

arxiv:2203.05115 v2 · 2022-03-10 · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{FMSISGF2ZLBTQ5SVN7RJADKEU5}

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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

14 papers in Pith

Capability-Aligned Hierarchical Learning for Tool-Augmented LLMs

PRA-RAG: Provably Robust Aggregation in Retrieval-Augmented Generation against Retrieval Corruption

Retrieval-Augmented Generation for Natural Language Processing: A Survey

A Comprehensive Overview of Large Language Models

From Standalone LLMs to Integrated Intelligence: A Survey of Compound Al Systems

Receipt and verification

First computed	2026-07-05T04:25:35.345327Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2b248918bacac33876556fe2900d44a74ee99c0f12faf93b39be1c44ec5f69b3

Aliases

arxiv: 2203.05115 · arxiv_version: 2203.05115v2 · doi: 10.48550/arxiv.2203.05115 · pith_short_12: FMSISGF2ZLBT · pith_short_16: FMSISGF2ZLBTQ5SV · pith_short_8: FMSISGF2

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/FMSISGF2ZLBTQ5SVN7RJADKEU5 \
  | 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: 2b248918bacac33876556fe2900d44a74ee99c0f12faf93b39be1c44ec5f69b3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8c4aac0f12417c113cd1ca7c615b27781b3befd800ebfed190b23e457ce4d7c4",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-03-10T02:24:14Z",
    "title_canon_sha256": "1934eb19759d89a1e8e3b6d43e01df41330b6855483c7375f2b11cfe82cffefa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.05115",
    "kind": "arxiv",
    "version": 2
  }
}