Pith. sign in
Pith Number

pith:FQB46EX4

pith:2024:FQB46EX4XB7VDE5HNUR7GQQX5C
not attested not anchored not stored refs pending

Learning to Refine with Fine-Grained Natural Language Feedback

Greg Durrett, Junyi Jessy Li, Manya Wadhwa, Xinyu Zhao

arxiv:2407.02397 v3 · 2024-07-02 · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{FQB46EX4XB7VDE5HNUR7GQQX5C}

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

Receipt and verification
First computed 2026-07-05T11:24:04.872237Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

2c03cf12fcb87f5193a76d23f34217e891909286b1cfdd67969e3ef3a03602cf

Aliases

arxiv: 2407.02397 · arxiv_version: 2407.02397v3 · doi: 10.48550/arxiv.2407.02397 · pith_short_12: FQB46EX4XB7V · pith_short_16: FQB46EX4XB7VDE5H · pith_short_8: FQB46EX4
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/FQB46EX4XB7VDE5HNUR7GQQX5C \
  | 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: 2c03cf12fcb87f5193a76d23f34217e891909286b1cfdd67969e3ef3a03602cf
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "84001bf36a11561a4cf09014d123b06a5485d22a5868d7dec99d9fe16142798a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-07-02T16:15:01Z",
    "title_canon_sha256": "d93c9de7aebcd7f6237537f6543c873d3c1c7035861a4425580543d2ed937821"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.02397",
    "kind": "arxiv",
    "version": 3
  }
}