Pith Number

pith:BFGT5LC7

pith:2024:BFGT5LC7CANYIEQW5ZR7RGST5B

not attested not anchored not stored refs pending

Flow of Reasoning: Training LLMs for Divergent Reasoning with Minimal Examples

Fangxu Yu, Haoqiang Kang, Lai Jiang, Lianhui Qin, Shibo Hao

arxiv:2406.05673 v6 · 2024-06-09 · cs.AI · cs.CL

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\usepackage{pith}
\pithnumber{BFGT5LC7CANYIEQW5ZR7RGST5B}

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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

4 papers in Pith

DISA: Offline Importance Sampling for Distribution-Matching LLM-RL

Vision-aligned Latent Reasoning for Multi-modal Large Language Model

Training Large Language Models to Reason in a Continuous Latent Space

SeLaR: Selective Latent Reasoning in Large Language Models

Receipt and verification

First computed	2026-07-05T11:09:59.222986Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

094d3eac5f101b841216ee63f89a53e87d92a86534ab9e29a4eef39f22b7a80d

Aliases

arxiv: 2406.05673 · arxiv_version: 2406.05673v6 · doi: 10.48550/arxiv.2406.05673 · pith_short_12: BFGT5LC7CANY · pith_short_16: BFGT5LC7CANYIEQW · pith_short_8: BFGT5LC7

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/BFGT5LC7CANYIEQW5ZR7RGST5B \
  | 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: 094d3eac5f101b841216ee63f89a53e87d92a86534ab9e29a4eef39f22b7a80d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "540cce941127e1e1d638e16ee225570b787e2415ca46b51abb2ef5901625b2e6",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-06-09T07:06:58Z",
    "title_canon_sha256": "804b6204fc3503b15a529c2b94db7978b975c65e034f65470a8a52e3daaec1db"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.05673",
    "kind": "arxiv",
    "version": 6
  }
}