Pith Number

pith:NEQVXOG2

pith:2024:NEQVXOG2XQKNKQNLC45PPHLLV6

not attested not anchored not stored refs pending

GPT vs RETRO: Exploring the Intersection of Retrieval and Parameter-Efficient Fine-Tuning

Aleksander Ficek, Jiaqi Zeng, Oleksii Kuchaiev

arxiv:2407.04528 v4 · 2024-07-05 · cs.CL · cs.AI · cs.IR · 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{NEQVXOG2XQKNKQNLC45PPHLLV6}

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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

1 paper in Pith

Structured Memory Mechanisms for Stable Context Representation in Large Language Models

Receipt and verification

First computed	2026-07-05T09:25:45.061640Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

69215bb8dabc14d541ab173af79d6baf96c5bc00dafac7601b9e8dd2cfc5a47b

Aliases

arxiv: 2407.04528 · arxiv_version: 2407.04528v4 · doi: 10.48550/arxiv.2407.04528 · pith_short_12: NEQVXOG2XQKN · pith_short_16: NEQVXOG2XQKNKQNL · pith_short_8: NEQVXOG2

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/NEQVXOG2XQKNKQNLC45PPHLLV6 \
  | 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: 69215bb8dabc14d541ab173af79d6baf96c5bc00dafac7601b9e8dd2cfc5a47b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a799e4c6a912d38ec1132fe8d9db6b01e23adde46671659aefa00aea9b80c6cd",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.IR",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-07-05T14:16:47Z",
    "title_canon_sha256": "786df197bcecb40b0b6867e7a84f5d5d4dae732cc28041a779746ff39a275174"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.04528",
    "kind": "arxiv",
    "version": 4
  }
}