Pith Number

pith:BGFA4ICR

pith:2023:BGFA4ICRWHNGMAKEP72GIFR72D

not attested not anchored not stored refs pending

Training Language Models with Language Feedback at Scale

Angelica Chen, Ethan Perez, J\'er\'emy Scheurer, Jon Ander Campos, Jun Shern Chan, Kyunghyun Cho, Tomasz Korbak

arxiv:2303.16755 v3 · 2023-03-28 · cs.CL · cs.AI · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BGFA4ICRWHNGMAKEP72GIFR72D}

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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

5 papers in Pith

RL with Learnable Textual Feedback: A Bilevel Approach

Reinforcing Human Behavior Simulation via Verbal Feedback

Learning from Language Feedback via Variational Policy Distillation

ICRL: Learning to Internalize Self-Critique with Reinforcement Learning

RAFT: Reward rAnked FineTuning for Generative Foundation Model Alignment

Receipt and verification

First computed	2026-07-05T07:48:16.053285Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

098a0e2051b1da6601447ff464163fd0e66114336f87e9e455fea53803ef473d

Aliases

arxiv: 2303.16755 · arxiv_version: 2303.16755v3 · doi: 10.48550/arxiv.2303.16755 · pith_short_12: BGFA4ICRWHNG · pith_short_16: BGFA4ICRWHNGMAKE · pith_short_8: BGFA4ICR

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/BGFA4ICRWHNGMAKEP72GIFR72D \
  | 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: 098a0e2051b1da6601447ff464163fd0e66114336f87e9e455fea53803ef473d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0082c50fab6b6a9c70fd7d2110c5e2d2f5202514ef8aecfb17d687a5856b9c09",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-03-28T17:04:15Z",
    "title_canon_sha256": "67cc2efdb93ee5fb6290af2923ea91c84cf4ff1af77b5f84f555cbe11531348c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.16755",
    "kind": "arxiv",
    "version": 3
  }
}