Pith Number

pith:BG34GKP6

pith:2024:BG34GKP6IBY2JDSOX7AEVKPWMT

not attested not anchored not stored refs pending

Utilize the Flow before Stepping into the Same River Twice: Certainty Represented Knowledge Flow for Refusal-Aware Instruction Tuning

Conghui He, Dahua Lin, Jiang Wu, Jiaqi Wang, Junyuan Gao, Runchuan Zhu, Zhipeng Ma

arxiv:2410.06913 v3 · 2024-10-09 · 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{BG34GKP6IBY2JDSOX7AEVKPWMT}

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

1 paper in Pith

GRAIT: Gradient-Driven Refusal-Aware Instruction Tuning for Effective Hallucination Mitigation

Receipt and verification

First computed	2026-07-05T09:52:16.870218Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

09b7c329fe4071a48e4ebfc04aa9f664ea0bf99e07168fa6911e7435ad7a0cec

Aliases

arxiv: 2410.06913 · arxiv_version: 2410.06913v3 · doi: 10.48550/arxiv.2410.06913 · pith_short_12: BG34GKP6IBY2 · pith_short_16: BG34GKP6IBY2JDSO · pith_short_8: BG34GKP6

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/BG34GKP6IBY2JDSOX7AEVKPWMT \
  | 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: 09b7c329fe4071a48e4ebfc04aa9f664ea0bf99e07168fa6911e7435ad7a0cec

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fd54e299a699d728c28dae16f37d52a4f1393b2e5b265c5da12171ad4bafe423",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-09T14:12:51Z",
    "title_canon_sha256": "20d3ace1ea3ac4e2a0f2c08710f4966a7517f872712f457dff21d941b5977197"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.06913",
    "kind": "arxiv",
    "version": 3
  }
}