Pith Number

pith:HTM34XYU

pith:2025:HTM34XYUTPGDLDWO3O5KLWUUZP

not attested not anchored not stored refs pending

Lessons from Training Grounded LLMs with Verifiable Rewards

Amir Zadeh, Chuan Li, Hai Leong Chieu, Navonil Majumder, Shang Hong Sim, Soujanya Poria, Tej Deep Pala, Vernon Toh

arxiv:2506.15522 v1 · 2025-06-18 · 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{HTM34XYUTPGDLDWO3O5KLWUUZP}

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.

Cited by

2 papers in Pith

Do LLM Attribution Metrics Transfer? Auditing Retrieval-Augmented Generation Evaluation Across Datasets and Constructs

Position: The Hidden Costs and Measurement Gaps of Reinforcement Learning with Verifiable Rewards

Receipt and verification

First computed	2026-07-05T11:23:45.031128Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3cd9be5f149bcc358ecedbbaa5da94cbda810a8f8d49952cf26f8aa25817f282

Aliases

arxiv: 2506.15522 · arxiv_version: 2506.15522v1 · doi: 10.48550/arxiv.2506.15522 · pith_short_12: HTM34XYUTPGD · pith_short_16: HTM34XYUTPGDLDWO · pith_short_8: HTM34XYU

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/HTM34XYUTPGDLDWO3O5KLWUUZP \
  | 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: 3cd9be5f149bcc358ecedbbaa5da94cbda810a8f8d49952cf26f8aa25817f282

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5eab12a453fa75e08ca8767aa689e3c0b86947683fee3c1b0ab5f241f8db7c3a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-06-18T14:58:13Z",
    "title_canon_sha256": "8c460d2a8f3c33cf73f4b04b9dad73110fb639b867a7ee90cb8001d209eed183"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.15522",
    "kind": "arxiv",
    "version": 1
  }
}