Pith Number

pith:MYQAEP3M

pith:2022:MYQAEP3MRVVOZBVLHFBO2QSRIP

not attested not anchored not stored refs pending

Reading Between the Lines: Modeling User Behavior and Costs in AI-Assisted Programming

Adam Fourney, Eric Horvitz, Gagan Bansal, Hussein Mozannar

arxiv:2210.14306 v5 · 2022-10-25 · cs.SE · cs.HC · 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{MYQAEP3MRVVOZBVLHFBO2QSRIP}

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

6 papers in Pith

Understanding the Human-LLM Dynamic: A Literature Survey of LLM Use in Programming Tasks

Agentic Much? Adoption of Coding Agents on GitHub

Capabilities of GPT-4 on Medical Challenge Problems

A Survey on Large Language Models for Code Generation

RECAP: An End-to-End Platform for Capturing, Replaying, and Analyzing AI-Assisted Programming Interactions

Receipt and verification

First computed	2026-07-05T08:10:11.796817Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6620023f6c8d6aec86ab3942ed425143d02220de7d9ca0b34bc7e4ef0c7864c4

Aliases

arxiv: 2210.14306 · arxiv_version: 2210.14306v5 · doi: 10.48550/arxiv.2210.14306 · pith_short_12: MYQAEP3MRVVO · pith_short_16: MYQAEP3MRVVOZBVL · pith_short_8: MYQAEP3M

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/MYQAEP3MRVVOZBVLHFBO2QSRIP \
  | 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: 6620023f6c8d6aec86ab3942ed425143d02220de7d9ca0b34bc7e4ef0c7864c4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a303fe588fcbc3f51800d0a549470892895fe006ec638cf4cb3eb3e2b111552a",
    "cross_cats_sorted": [
      "cs.HC",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2022-10-25T20:01:15Z",
    "title_canon_sha256": "d05409d770cb35b3d610032ecb9cb3986f108031595a22ab3beefeb4fda57b14"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.14306",
    "kind": "arxiv",
    "version": 5
  }
}