Pith Number

pith:IZMI4FQV

pith:2023:IZMI4FQVSKCM3JFDMASKYBRHAH

not attested not anchored not stored refs pending

Context Tuning for Retrieval Augmented Generation

Danil Vodianik, Raviteja Anantha, Srinivas Chappidi, Tharun Bethi

arxiv:2312.05708 v1 · 2023-12-09 · cs.IR · cs.AI · 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{IZMI4FQVSKCM3JFDMASKYBRHAH}

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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

2 papers in Pith

Retrieval-Augmented Generation for Large Language Models: A Survey

RASP-Tuner: Retrieval-Augmented Soft Prompts for Context-Aware Black-Box Optimization in Non-Stationary Environments

Receipt and verification

First computed	2026-07-05T07:22:31.020772Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

46588e16159284cda4a36024ac062701efcd56aff56570bbd737aeef85b21b6a

Aliases

arxiv: 2312.05708 · arxiv_version: 2312.05708v1 · doi: 10.48550/arxiv.2312.05708 · pith_short_12: IZMI4FQVSKCM · pith_short_16: IZMI4FQVSKCM3JFD · pith_short_8: IZMI4FQV

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/IZMI4FQVSKCM3JFDMASKYBRHAH \
  | 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: 46588e16159284cda4a36024ac062701efcd56aff56570bbd737aeef85b21b6a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "32a1355f6d82d3fc1209827df1ccade1d6a991957e47d52fbc8c4aba880cc365",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2023-12-09T23:33:16Z",
    "title_canon_sha256": "b6292260971407fbba007fd6c82a804401b3cc0caf4bd9c584825a8cf7fd1eac"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.05708",
    "kind": "arxiv",
    "version": 1
  }
}