Pith Number

pith:E6ZKHPAV

pith:2026:E6ZKHPAV5UCGPX2NZSAUVSHT64

not attested not anchored not stored refs pending

When Should LLMs Search? Counterfactual Supervision for Search Routing

Minho Kim

arxiv:2607.05752 v1 · 2026-07-07 · 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{E6ZKHPAV5UCGPX2NZSAUVSHT64}

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	2026-07-08T01:18:43.896513Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

27b2a3bc15ed0467df4dcc814ac8f3f707d10ce1f3855471f02a76522622737e

Aliases

arxiv: 2607.05752 · arxiv_version: 2607.05752v1 · doi: 10.48550/arxiv.2607.05752 · pith_short_12: E6ZKHPAV5UCG · pith_short_16: E6ZKHPAV5UCGPX2N · pith_short_8: E6ZKHPAV

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/E6ZKHPAV5UCGPX2NZSAUVSHT64 \
  | 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: 27b2a3bc15ed0467df4dcc814ac8f3f707d10ce1f3855471f02a76522622737e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7520010e3b4aef100d8101bdf7f975927da9a5c54cab994d14fe1389b076e9e2",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-07-07T02:23:12Z",
    "title_canon_sha256": "9d7b8a82994b30e73abb126455a71b8f316cadd8de124d50d0fcf0e963efad94"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.05752",
    "kind": "arxiv",
    "version": 1
  }
}