Pith Number

pith:HYLCUSLT

pith:2024:HYLCUSLTMCGMJIHVETPZ4PT4HA

not attested not anchored not stored refs pending

Grounding by Trying: LLMs with Reinforcement Learning-Enhanced Retrieval

Archit Sharma, Chelsea Finn, Omar Khattab, Sheryl Hsu

arxiv:2410.23214 v2 · 2024-10-30 · 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{HYLCUSLTMCGMJIHVETPZ4PT4HA}

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

4 papers in Pith

$S^3$-R1: Learning to Retrieve and Answer Step-by-Step with Synthetic Data

Supervising the search process produces reliable and generalizable information-seeking agents

Foundational Design Principles and Patterns for Building Robust and Adaptive GenAI-Native Systems

$S^3$-R1: Learning to Retrieve and Answer Step-by-Step with Synthetic Data

Receipt and verification

First computed	2026-07-05T09:28:57.739775Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3e162a4973608cc4a0f524df9e3e7c383faaa93962c7030eb080f7d6b00def51

Aliases

arxiv: 2410.23214 · arxiv_version: 2410.23214v2 · doi: 10.48550/arxiv.2410.23214 · pith_short_12: HYLCUSLTMCGM · pith_short_16: HYLCUSLTMCGMJIHV · pith_short_8: HYLCUSLT

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/HYLCUSLTMCGMJIHVETPZ4PT4HA \
  | 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: 3e162a4973608cc4a0f524df9e3e7c383faaa93962c7030eb080f7d6b00def51

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "593ffb9f5d426e0a4dd2b07e7e2214b3cf6a96a85baa56d06d4a8eada669dac7",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-30T17:02:54Z",
    "title_canon_sha256": "52a9b7db5cb23986215e0823c1edd01b68715f618e7ee70bd140cd6d8bbc3a90"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.23214",
    "kind": "arxiv",
    "version": 2
  }
}