Pith Number

pith:7LZD3N4R

pith:2023:7LZD3N4RN5KIXOBPW6CHA4L3UR

not attested not anchored not stored refs pending

Generating High-Precision Feedback for Programming Syntax Errors using Large Language Models

Adish Singla, Gustavo Soares, Jos\'e Cambronero, Rupak Majumdar, Sumit Gulwani, Tobias Kohn, Tung Phung

arxiv:2302.04662 v2 · 2023-01-24 · cs.PL · 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{7LZD3N4RN5KIXOBPW6CHA4L3UR}

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

3 papers in Pith

Curiosity as Linguistic Intervention: Using LLM Tutoring Dialogues to Influence Exploratory Learning Behavior

A Classroom Study of LLM-Generated Feedback Intervention in Introductory Programming

PERSA: Reinforcement Learning for Professor-Style Personalized Feedback with LLMs

Receipt and verification

First computed	2026-07-05T06:05:15.379030Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

faf23db7916f548bb82fb78470717ba4462bbbc73289a29a7d11f2955352fcb7

Aliases

arxiv: 2302.04662 · arxiv_version: 2302.04662v2 · doi: 10.48550/arxiv.2302.04662 · pith_short_12: 7LZD3N4RN5KI · pith_short_16: 7LZD3N4RN5KIXOBP · pith_short_8: 7LZD3N4R

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/7LZD3N4RN5KIXOBPW6CHA4L3UR \
  | 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: faf23db7916f548bb82fb78470717ba4462bbbc73289a29a7d11f2955352fcb7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f6d8c707e67784e892ef921b21e828d267fa0a1a3ee7c36607e27e1d864d7eb3",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.PL",
    "submitted_at": "2023-01-24T13:00:25Z",
    "title_canon_sha256": "6923b4ca4525c3d7a9ea4eb7cf9e65888ee2944ca9a56639cc737f06c1c0618e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.04662",
    "kind": "arxiv",
    "version": 2
  }
}