Pith Number

pith:ERWOZK2E

pith:2026:ERWOZK2E5NN3Q3TMQROZQ73V75

not attested not anchored not stored refs pending

QVal: Cheaply Evaluating Dense Supervision Signals for Long-Horizon LLM Agents

Ameya Prabhu, Ilze Amanda Auzina, Joschka Str\"uber, Matteo Merler, Matthias Bethge, Sergio Hern\'andez-Guti\'errez

arxiv:2606.32034 v1 · 2026-06-30 · cs.LG · cs.AI · 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{ERWOZK2E5NN3Q3TMQROZQ73V75}

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	2026-07-01T02:17:47.863976Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

246cecab44eb5bb86e6c845d987f75ff4cf6ac28a3bfb5598057709e71feee54

Aliases

arxiv: 2606.32034 · arxiv_version: 2606.32034v1 · doi: 10.48550/arxiv.2606.32034 · pith_short_12: ERWOZK2E5NN3 · pith_short_16: ERWOZK2E5NN3Q3TM · pith_short_8: ERWOZK2E

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/ERWOZK2E5NN3Q3TMQROZQ73V75 \
  | 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: 246cecab44eb5bb86e6c845d987f75ff4cf6ac28a3bfb5598057709e71feee54

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d79517a4c59be96ac4dca3626fed427ecd0d01424c4828aeaf47c006cf25bdaa",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-30T17:58:23Z",
    "title_canon_sha256": "60558250c3730d18a38e7a462a2a379ab8fd23f40cfb0bcd933b8c0fd2c7df38"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.32034",
    "kind": "arxiv",
    "version": 1
  }
}