Pith Number

pith:HU6YEBKE

pith:2025:HU6YEBKE6CDQ6QA7WONVMBSEVZ

not attested not anchored not stored refs pending

Emergence of Episodic Memory in Transformers: Characterizing Changes in Temporal Structure of Attention Scores During Training

Anooshka Bajaj, Deven Mahesh Mistry, Sahaj Singh Maini, Yash Aggarwal, Zoran Tiganj

arxiv:2502.06902 v1 · 2025-02-09 · cs.LG · cs.AI · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HU6YEBKE6CDQ6QA7WONVMBSEVZ}

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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

User-Assistant Bias in LLMs

Receipt and verification

First computed	2026-07-05T10:12:30.118535Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3d3d820544f0870f401fb39b560644ae4b2dfed8e1e8bb6eeb51d80060ecf515

Aliases

arxiv: 2502.06902 · arxiv_version: 2502.06902v1 · doi: 10.48550/arxiv.2502.06902 · pith_short_12: HU6YEBKE6CDQ · pith_short_16: HU6YEBKE6CDQ6QA7 · pith_short_8: HU6YEBKE

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/HU6YEBKE6CDQ6QA7WONVMBSEVZ \
  | 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: 3d3d820544f0870f401fb39b560644ae4b2dfed8e1e8bb6eeb51d80060ecf515

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "50b340444e361eaf296bfed1ca4c8522c0df7103ea21cd38ad3f52f17406439d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-09T20:20:37Z",
    "title_canon_sha256": "35c82e960717d97ce06706c53c1e10cf19f7f1437882919ed0c27a2ee7dcf557"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.06902",
    "kind": "arxiv",
    "version": 1
  }
}