Pith Number

pith:HBE2GPYF

pith:2025:HBE2GPYFAJ5XDJVIT4XKA64ADC

not attested not anchored not stored refs pending

Curriculum Guided Reinforcement Learning for Efficient Multi Hop Retrieval Augmented Generation

Daqing He, Rui Meng, Yuelyu Ji, Zhuochun Li

arxiv:2505.17391 v1 · 2025-05-23 · 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{HBE2GPYFAJ5XDJVIT4XKA64ADC}

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.

Cited by

1 paper in Pith

How Many Tools Should an LLM Agent See? A Chance-Corrected Answer

Receipt and verification

First computed	2026-07-05T11:08:25.255902Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3849a33f05027b71a6a89f2ea07b8018ba38cfeaec0f8eb6342cdf6d3e96cca8

Aliases

arxiv: 2505.17391 · arxiv_version: 2505.17391v1 · doi: 10.48550/arxiv.2505.17391 · pith_short_12: HBE2GPYFAJ5X · pith_short_16: HBE2GPYFAJ5XDJVI · pith_short_8: HBE2GPYF

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/HBE2GPYFAJ5XDJVIT4XKA64ADC \
  | 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: 3849a33f05027b71a6a89f2ea07b8018ba38cfeaec0f8eb6342cdf6d3e96cca8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "52b20b78c44f63c2984a34da15c2267cda215fe2224dfcf14a470a72fd127131",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-23T02:01:15Z",
    "title_canon_sha256": "6435c1121fb4b93d0fe24e518ae3e33839f2ed0d79bcfd651980d2f4da03f363"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.17391",
    "kind": "arxiv",
    "version": 1
  }
}