Pith Number

pith:5VPLR6JJ

pith:2026:5VPLR6JJUSLXHZRRSDM24A6NF2

not attested not anchored not stored refs pending

Cross-Environment Neural Reranking for Sample-Efficient Action Selection in Text-Based Agents

Kan Shao

arxiv:2606.02204 v1 · 2026-06-01 · 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{5VPLR6JJUSLXHZRRSDM24A6NF2}

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	2026-06-02T03:04:53.059116Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ed5eb8f929a49773e63190d9ae03cd2ea12ad2778cb655245385084830cbe8de

Aliases

arxiv: 2606.02204 · arxiv_version: 2606.02204v1 · doi: 10.48550/arxiv.2606.02204 · pith_short_12: 5VPLR6JJUSLX · pith_short_16: 5VPLR6JJUSLXHZRR · pith_short_8: 5VPLR6JJ

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/5VPLR6JJUSLXHZRRSDM24A6NF2 \
  | 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: ed5eb8f929a49773e63190d9ae03cd2ea12ad2778cb655245385084830cbe8de

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "59bbe74a930a671fa3fab001a0eac5882520d15806de261033bd51f8e98052c8",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-06-01T13:00:58Z",
    "title_canon_sha256": "bd2c91260d1ef10fbee0773a3d89a74b2430c4db83b75df1b5d6e3a494a062f8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.02204",
    "kind": "arxiv",
    "version": 1
  }
}