Pith Number

pith:7V3VO2FJ

pith:2026:7V3VO2FJCCRPSWR2S4YMVMKNXN

not attested not anchored not stored refs pending

Introspective X Training: Feedback Conditioning Improves Scaling Across all LLM Training Stages

Brandon Cui, David Acuna, Hyunwoo Kim, Jaehun Jung, Prithviraj Ammanabrolu, Shrimai Prabhumoye, Syeda Nahida Akter, Ximing Lu, Yejin Choi, Yuxiao Qu

arxiv:2605.20285 v1 · 2026-05-19 · cs.LG · 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{7V3VO2FJCCRPSWR2S4YMVMKNXN}

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	2026-05-21T00:04:24.000506Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fd775768a910a2f95a3a9730cab14dbb79c1a124081982b6f04fb5e25fd9abaf

Aliases

arxiv: 2605.20285 · arxiv_version: 2605.20285v1 · doi: 10.48550/arxiv.2605.20285 · pith_short_12: 7V3VO2FJCCRP · pith_short_16: 7V3VO2FJCCRPSWR2 · pith_short_8: 7V3VO2FJ

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/7V3VO2FJCCRPSWR2S4YMVMKNXN \
  | 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: fd775768a910a2f95a3a9730cab14dbb79c1a124081982b6f04fb5e25fd9abaf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c295eaf7952f4cc7da1daf18b9deb116851197affb28cc65bd2e4b3a03158e89",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-19T06:04:08Z",
    "title_canon_sha256": "8270e0f77279ef8ddc9cf2bab8246c221d1c8a31f8f7accc7ac95c9e1567fa08"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.20285",
    "kind": "arxiv",
    "version": 1
  }
}