Pith Number

pith:I7XTANKH

pith:2023:I7XTANKHLGPAOXZK3OBVG5WNJ6

not attested not anchored not stored refs pending

Evaluating Instruction-Tuned Large Language Models on Code Comprehension and Generation

Junwei Liu, Mingwei Liu, Qiancheng Zi, Xin Peng, Yiling Lou, Zhiqiang Yuan

arxiv:2308.01240 v1 · 2023-08-02 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{I7XTANKHLGPAOXZK3OBVG5WNJ6}

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2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

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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

7 papers in Pith

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Stability vs. Manipulability: Evaluating Robustness Under Post-Decision Interaction in LLM Judges

"Should I Give Up Now?" Investigating LLM Pitfalls in Software Engineering

LLM Evaluators Recognize and Favor Their Own Generations

AdaDec: A Uncertainty-Guided Lookahead Decoding Framework for LLM-Based Code Generation

Receipt and verification

First computed	2026-07-05T06:37:07.677476Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

47ef303547599e075f2adb835376cd4fbae10770bde5e791ffc7b4f54754295e

Aliases

arxiv: 2308.01240 · arxiv_version: 2308.01240v1 · doi: 10.48550/arxiv.2308.01240 · pith_short_12: I7XTANKHLGPA · pith_short_16: I7XTANKHLGPAOXZK · pith_short_8: I7XTANKH

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/I7XTANKHLGPAOXZK3OBVG5WNJ6 \
  | 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: 47ef303547599e075f2adb835376cd4fbae10770bde5e791ffc7b4f54754295e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "819a4a013e5189e74355c46fa18285fb3f8063e16c8ce220d751558bc49136b1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-08-02T15:54:22Z",
    "title_canon_sha256": "10d4b6cb250a9b236370d4f65ad418cd838295de4086883a784f0a7a54942bb4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.01240",
    "kind": "arxiv",
    "version": 1
  }
}