Pith Number

pith:E7YU67LU

pith:2025:E7YU67LUB45OVBAGIIV2JR24XO

not attested not anchored not stored refs pending

History-Aware Cross-Attention Reinforcement: Self-Supervised Multi Turn and Chain-of-Thought Fine-Tuning with vLLM

Andreas Lemos, Andrew Kiruluta, Priscilla Burity

arxiv:2506.11108 v1 · 2025-06-08 · 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{E7YU67LUB45OVBAGIIV2JR24XO}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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.

Receipt and verification

First computed	2026-07-05T11:20:59.563917Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

27f14f7d740f3aea8406422ba4c75cbb99f1fdf6b7e84d0e805f31af924bef25

Aliases

arxiv: 2506.11108 · arxiv_version: 2506.11108v1 · doi: 10.48550/arxiv.2506.11108 · pith_short_12: E7YU67LUB45O · pith_short_16: E7YU67LUB45OVBAG · pith_short_8: E7YU67LU

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/E7YU67LUB45OVBAGIIV2JR24XO \
  | 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: 27f14f7d740f3aea8406422ba4c75cbb99f1fdf6b7e84d0e805f31af924bef25

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "20e722a796de460ac0ea0319676644a43723a72f15c3cf87330c53ccbce76c06",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-06-08T01:58:17Z",
    "title_canon_sha256": "9d01570c91de128b44a711ba6bb960cf7d9676cec0dba36dfa73b2c419d8459f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.11108",
    "kind": "arxiv",
    "version": 1
  }
}