pith. sign in
Pith Number

pith:GE64MTT3

pith:2026:GE64MTT34BPKXTIVHNXUAENW2D
not attested not anchored not stored refs pending

Structured Prompt Optimization Meets Reinforcement Learning for Global and Local Interpretability over Complex Text

Leman Akoglu, Pierre Jinghong Liang, Tianyang Zhou, Wenbo Chen

arxiv:2605.29076 v1 · 2026-05-27 · cs.CL · cs.AI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{GE64MTT34BPKXTIVHNXUAENW2D}

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 2026-05-29T01:05:17.126746Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

313dc64e7be05eabcd153b6f4011b6d0c6e106fc6223ba12f80c780c224733f5

Aliases

arxiv: 2605.29076 · arxiv_version: 2605.29076v1 · doi: 10.48550/arxiv.2605.29076 · pith_short_12: GE64MTT34BPK · pith_short_16: GE64MTT34BPKXTIV · pith_short_8: GE64MTT3
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/GE64MTT34BPKXTIVHNXUAENW2D \
  | 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: 313dc64e7be05eabcd153b6f4011b6d0c6e106fc6223ba12f80c780c224733f5
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "961480f78dbe53b7d5687f39c7d28dccb2f9362657409e4545462c8505f37967",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-05-27T20:29:41Z",
    "title_canon_sha256": "732a12351a111aca0d912f084cbb4576b33f2bd3bfd495ba5d6e827e6f78d67b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.29076",
    "kind": "arxiv",
    "version": 1
  }
}