Pith Number

pith:NRI6OEDO

pith:2024:NRI6OEDOGBDPYWFSMQRFGGKTRX

not attested not anchored not stored refs pending

Feedback Loops With Language Models Drive In-Context Reward Hacking

Alexander Pan, Erik Jones, Jacob Steinhardt, Meena Jagadeesan

arxiv:2402.06627 v3 · 2024-02-09 · cs.LG · cs.AI · 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{NRI6OEDOGBDPYWFSMQRFGGKTRX}

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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

7 papers in Pith

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Exploring the Secondary Risks of Large Language Models

Diagnosing Training Inference Mismatch in LLM Reinforcement Learning

Do Androids Dream of Breaking the Game? Systematically Auditing AI Agent Benchmarks with BenchJack

Mitigating LLM biases toward spurious social contexts using direct preference optimization

Receipt and verification

First computed	2026-07-05T08:28:37.978707Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6c51e7106e3046fc58b264225319538ddd8cc9e9f29b2deea091b3493503a5b4

Aliases

arxiv: 2402.06627 · arxiv_version: 2402.06627v3 · doi: 10.48550/arxiv.2402.06627 · pith_short_12: NRI6OEDOGBDP · pith_short_16: NRI6OEDOGBDPYWFS · pith_short_8: NRI6OEDO

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/NRI6OEDOGBDPYWFSMQRFGGKTRX \
  | 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: 6c51e7106e3046fc58b264225319538ddd8cc9e9f29b2deea091b3493503a5b4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7d3f5aacb68a93a40c5d5d9249fc970fade483a6398c897fb34cb60121aeb983",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-09T18:59:29Z",
    "title_canon_sha256": "7b37f06c0552076f15c256e032c946bf294cc507e6460df0c13c0f351b999d6d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.06627",
    "kind": "arxiv",
    "version": 3
  }
}