Pith Number

pith:TNF5HNI4

pith:2024:TNF5HNI4SISZ6OWHS5TZVERMIX

not attested not anchored not stored refs pending

RLPF: Reinforcement Learning from Prediction Feedback for User Summarization with LLMs

Bradley Green, Chao Wang, Harrison Lee, Jiaxing Wu, Jun Xie, Lin Ning, Luyang Liu, Neo Wu, Shawn O'Banion, Sushant Prakash

arxiv:2409.04421 v2 · 2024-09-06 · 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{TNF5HNI4SISZ6OWHS5TZVERMIX}

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

TrackRec: Iterative Alternating Feedback with Chain-of-Thought via Preference Alignment for Recommendation

Receipt and verification

First computed	2026-07-05T10:02:06.100020Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9b4bd3b51c92259f3ac797679a922c45f189dd2c0ab93fb2ecbe8e41043ad71b

Aliases

arxiv: 2409.04421 · arxiv_version: 2409.04421v2 · doi: 10.48550/arxiv.2409.04421 · pith_short_12: TNF5HNI4SISZ · pith_short_16: TNF5HNI4SISZ6OWH · pith_short_8: TNF5HNI4

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/TNF5HNI4SISZ6OWHS5TZVERMIX \
  | 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: 9b4bd3b51c92259f3ac797679a922c45f189dd2c0ab93fb2ecbe8e41043ad71b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2cccac77cf0d908805d8927240777f54d2da778ff240de9ce744e40772cceaf6",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-09-06T17:30:45Z",
    "title_canon_sha256": "2699beef68cae180a0d4026f72f6949789b72ebd6b81bfdbaa40e2863ddfb46a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.04421",
    "kind": "arxiv",
    "version": 2
  }
}