Pith Number

pith:4BOMORNF

pith:2025:4BOMORNFFBWSMU6EG6Q2IWKUHK

not attested not anchored not stored refs pending

Domain-Aware RAG: MoL-Enhanced RL for Efficient Training and Scalable Retrieval

Hao Lin, Jie Lin, Jingxue Chen, Peitong Xie, Qianchun Lu, Qingkun Tang

arxiv:2509.06650 v1 · 2025-09-08 · cs.CL · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4BOMORNFFBWSMU6EG6Q2IWKUHK}

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	2026-07-05T12:06:39.673307Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e05cc745a5286d2653c437a1a459543a87e499b5dbfacab6e8e41a317c7de80f

Aliases

arxiv: 2509.06650 · arxiv_version: 2509.06650v1 · doi: 10.48550/arxiv.2509.06650 · pith_short_12: 4BOMORNFFBWS · pith_short_16: 4BOMORNFFBWSMU6E · pith_short_8: 4BOMORNF

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/4BOMORNFFBWSMU6EG6Q2IWKUHK \
  | 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: e05cc745a5286d2653c437a1a459543a87e499b5dbfacab6e8e41a317c7de80f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6437c3dc5bc3244f5902ff9ad172ceaa78af175d7982e643b0a47b1e04b55735",
    "cross_cats_sorted": [
      "cs.IR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-09-08T13:04:07Z",
    "title_canon_sha256": "16b83112187768bf484acba5bdb286157bd6029f790f90994c520400147b613b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.06650",
    "kind": "arxiv",
    "version": 1
  }
}