Pith Number

pith:BOCCKWDO

pith:2025:BOCCKWDOQV4WDBN4JFKNPABZB6

not attested not anchored not stored refs pending

Conversation Forests: The Key to Fine Tuning Large Language Models for Multi-Turn Medical Conversations is Branching

Thomas Savage

arxiv:2507.04099 v2 · 2025-07-05 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BOCCKWDOQV4WDBN4JFKNPABZB6}

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	2026-07-05T11:37:25.202032Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0b8425586e85796185bc4954d780390f97f4b98c27dd0a262ff4c2c7bb2b7649

Aliases

arxiv: 2507.04099 · arxiv_version: 2507.04099v2 · doi: 10.48550/arxiv.2507.04099 · pith_short_12: BOCCKWDOQV4W · pith_short_16: BOCCKWDOQV4WDBN4 · pith_short_8: BOCCKWDO

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/BOCCKWDOQV4WDBN4JFKNPABZB6 \
  | 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: 0b8425586e85796185bc4954d780390f97f4b98c27dd0a262ff4c2c7bb2b7649

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ab4e17c3cd54cafbe3f4020b6c80d91a2f2a3e2e3edf2758c95fa05eddefab04",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-07-05T16:49:34Z",
    "title_canon_sha256": "905287a6c84c1998212505caf3ac5fb1bc7a747d33bf33a37df5ce1d91cae759"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.04099",
    "kind": "arxiv",
    "version": 2
  }
}