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Pith Number

pith:IUDFXKHQ

pith:2025:IUDFXKHQJCQNTJCWSDCYIHCC4G
not attested not anchored not stored refs pending

Learning Together to Perform Better: Teaching Small-Scale LLMs to Collaborate via Preferential Rationale Tuning

Balaji Krishnamurthy, Milan Aggarwal, Sohan Patnaik, Sumit Bhatia

arxiv:2506.02519 v1 · 2025-06-03 · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{IUDFXKHQJCQNTJCWSDCYIHCC4G}

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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

Receipt and verification
First computed 2026-07-05T11:15:03.550077Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

45065ba8f048a0d9a45690c5841c42e1826b438e46d5c3bb93cbd6ad37e2525d

Aliases

arxiv: 2506.02519 · arxiv_version: 2506.02519v1 · doi: 10.48550/arxiv.2506.02519 · pith_short_12: IUDFXKHQJCQN · pith_short_16: IUDFXKHQJCQNTJCW · pith_short_8: IUDFXKHQ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/IUDFXKHQJCQNTJCWSDCYIHCC4G \
  | 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: 45065ba8f048a0d9a45690c5841c42e1826b438e46d5c3bb93cbd6ad37e2525d
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "efc6e3f235ac9cc7f79df577c6152b98bcb49bae1a3f3863cb9768d60ed36600",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-06-03T06:50:08Z",
    "title_canon_sha256": "34ab23784b745525fc62e18ca994e9330a90bc996adcba030a5ff3327bd7ab46"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.02519",
    "kind": "arxiv",
    "version": 1
  }
}