Pith Number

pith:DBGUGFH3

pith:2023:DBGUGFH3GZGVTGYIR7Q4SUVRPL

not attested not anchored not stored refs pending

RL4F: Generating Natural Language Feedback with Reinforcement Learning for Repairing Model Outputs

Afra Feyza Aky\"urek, Aman Madaan, Ashwin Kalyan, Derry Wijaya, Ekin Aky\"urek, Niket Tandon, Peter Clark

arxiv:2305.08844 v2 · 2023-05-15 · 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{DBGUGFH3GZGVTGYIR7Q4SUVRPL}

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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

3 papers in Pith

DICE: Entropy-Regularized Equilibrium Selection for Stable Multi-Agent LLM Coordination

Training Language Models to Self-Correct via Reinforcement Learning

Measure Twice, Click Once: Co-evolving Proposer and Visual Critic via Reinforcement Learning for GUI Grounding

Receipt and verification

First computed	2026-07-05T06:30:07.036876Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

184d4314fb364d599b088fe1c952b17af825c317d48b77593e681764fb77f476

Aliases

arxiv: 2305.08844 · arxiv_version: 2305.08844v2 · doi: 10.48550/arxiv.2305.08844 · pith_short_12: DBGUGFH3GZGV · pith_short_16: DBGUGFH3GZGVTGYI · pith_short_8: DBGUGFH3

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/DBGUGFH3GZGVTGYIR7Q4SUVRPL \
  | 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: 184d4314fb364d599b088fe1c952b17af825c317d48b77593e681764fb77f476

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "88ce68ba8b4ef384516b247196a7eb97a79985b8790d69473890741cf232ba3b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-05-15T17:57:16Z",
    "title_canon_sha256": "e370ee5db532ed525f923a86565b6b6539e2e8c295fb7cee76d6d62c8b76d19c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.08844",
    "kind": "arxiv",
    "version": 2
  }
}