Pith Number

pith:S2BDKR6Q

pith:2026:S2BDKR6QL4F4KRZ43FKBZROXPH

not attested not anchored not stored refs pending

Author-in-the-Loop Response Generation and Evaluation: Integrating Author Expertise and Intent in Responses to Peer Review

Iryna Gurevych, Qian Ruan

Author revisions act as signals to improve LLM-generated responses to peer reviews

arxiv:2602.11173 v3 · 2026-01-19 · 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{S2BDKR6QL4F4KRZ43FKBZROXPH}

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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.

Claims

C1strongest claim

Experiments with SOTA LLMs demonstrate the benefits of author input and evaluation-guided refinement, the impact of input specificity on response quality, and controllability-quality trade-offs.

C2weakest assumption

That paper revisions serve as reliable proxies for author signals and that the collected triplets capture genuine author expertise and intent without systematic bias from revision practices.

C3one line summary

Introduces Re3Align dataset of review-response-revision triplets, REspGen author-in-the-loop generation framework, and REspEval multi-metric suite for controllable peer-review response generation.

Cited by

1 paper in Pith

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Receipt and verification

First computed	2026-05-26T01:03:25.297462Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

96823547d05f0bc5473cd9541cc5d779cd3729154e04ad63dc8b6c9a0c801ad3

Aliases

arxiv: 2602.11173 · arxiv_version: 2602.11173v3 · doi: 10.48550/arxiv.2602.11173 · pith_short_12: S2BDKR6QL4F4 · pith_short_16: S2BDKR6QL4F4KRZ4 · pith_short_8: S2BDKR6Q

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/S2BDKR6QL4F4KRZ43FKBZROXPH \
  | 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: 96823547d05f0bc5473cd9541cc5d779cd3729154e04ad63dc8b6c9a0c801ad3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a6277b8a6f129bb57f25b37f8fca532e20e1b89f34ca163a5e06f8e39338dfb1",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-01-19T14:07:10Z",
    "title_canon_sha256": "790ab80901b5de8d6ca188628403c6519ec28f777960dae8727ce5ab585c4a4e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.11173",
    "kind": "arxiv",
    "version": 3
  }
}