Home › Code › parse_score

parse_score

Syntologyentry name in harvested coderead from the graph 2026-09-24

parse_score appears in the code Syntology harvested for 49 papers, as 14 distinct code bodies found in 51 places (a place is one code body under one paper). At least one of them ran in 48 of the papers; 10 of the code bodies carry a behaviour fingerprint.

What this page is not. Routines are grouped here by the exact string of their function or class name. Nothing asserts that two samples named parse_score do the same thing, share code, or are comparable; the name is a string, not an identity. Behaviour outputs (what a fingerprinted sample returned on the shared battery) are not in this export and are not shown here; the graph at syntology.ai holds them. "Ran" means executed on a synthesized fixture, not that the code is correct or reproduces a paper.

Samples Syntology

Syntology ran 13 of the 14 distinct code bodies named parse_score; 1 is unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

1ran · honoured contract
3ran · violated contract
2ran · our draft was wrong
0ran · fixture could not drive it
7ran
1unverified
10fingerprinted

Licence is a property of each copy, so it is counted per place: 30 of the 51 places are pointer only (Syntology does not serve that copy's text). This site shows no code text for any sample; every row below links to the file in its repository where the record names one.

“Ran” means the sample executed on a synthesized input; it does not mean the output is correct. “Honoured” and “violated” refer to a contract Syntology drafted from the code itself; “our draft was wrong” and “fixture could not drive it” are failures of Syntology's instrument, not of the code, and those samples did run. The ran count above is every status except unverified, the same rule as each paper page.

Papers

49 papers shown of 49, newest first; 51 places in the table. A paper with no recorded date is placed by the month its arXiv id encodes, shown in the Date column as YYYY-MM (from id). One row per place: a paper whose repository defines the name more than once appears more than once, and the same code body held for several papers appears once under each, with the same status. Titles and dates are the archive's archive 2025-07-28 for papers in the archive, and the graph's for 2 papers added by Syntology; 1 papers have no page here and are shown by arXiv id only. Status and fingerprint are Syntology's record of each code body; licence is recorded for each place. The File cell ends with the code body's code_sha256, Syntology's identity for that exact code: an agent fetches the stored sample with Syntology's MCP tool get_code(code_sha256="…") (how to connect); click an identity to copy that call.

PaperDateFileStatus SyntologyLicence
DELULU: A Verified Multi-Lingual Benchmark for Code Hallucination Detection in Fill-in-the-Middle Tasks added by Syntology 2026-05 (from id) microsoft/delulu/evaluations/run_delulu_judges.py 85a1174c53ba7c3a ran fingerprinted MIT (permissive)
Psychological Steering of Large Language Models added by Syntology 2026-04 (from id) kaistAI/FLASK/gpt_review/gpt4_eval.py 933335551c0e8a52 ran · our draft was wrong fingerprinted no licence file found · pointer only
LLaVA-MORE: A Comparative Study of LLMs and Visual Backbones for Enhanced Visual Instruction Tuning 19 Mar 2025 aimagelab/LLaVA-MORE/src/llava/eval/eval_gpt_review.py 763f6fe20bd52fbb ran · violated contract fingerprinted Apache-2.0 (permissive)
Re-Imagining Multimodal Instruction Tuning: A Representation View 2 Mar 2025 identical code first harvested elsewhere 763f6fe20bd52fbb ran · violated contract fingerprinted licence of this copy not recorded
Agri-LLaVA: Knowledge-Infused Large Multimodal Assistant on Agricultural Pests and Diseases 3 Dec 2024 kki2eve/agri-llava/agri_llava/eval/eval_gpt_review_visual.py 763f6fe20bd52fbb ran · violated contract fingerprinted Apache-2.0 (permissive)
$\textit{Revelio}$: Interpreting and leveraging semantic information in diffusion models 23 Nov 2024 identical code first harvested elsewhere 763f6fe20bd52fbb ran · violated contract fingerprinted licence of this copy not recorded
Right this way: Can VLMs Guide Us to See More to Answer Questions? 1 Nov 2024 identical code first harvested elsewhere 763f6fe20bd52fbb ran · violated contract fingerprinted licence of this copy not recorded
Improve Vision Language Model Chain-of-thought Reasoning 21 Oct 2024 identical code first harvested elsewhere 763f6fe20bd52fbb ran · violated contract fingerprinted licence of this copy not recorded
Beyond correlation: The Impact of Human Uncertainty in Measuring the Effectiveness of Automatic Evaluation and LLM-as-a-Judge 3 Oct 2024 amazon-science/beyondcorrelation/examples/judge_bench_example.py 0b9867bdf14b90fb ran · our draft was wrong Apache-2.0 (permissive)
FakeShield: Explainable Image Forgery Detection and Localization via Multi-modal Large Language Models 3 Oct 2024 identical code first harvested elsewhere 763f6fe20bd52fbb ran · violated contract fingerprinted licence of this copy not recorded
Law of the Weakest Link: Cross Capabilities of Large Language Models 30 Sep 2024 facebookresearch/llm-cross-capabilities/evaluation/evaluate_response.py f73ce4685c268b2d ran fingerprinted licence not identified · pointer only
SciLitLLM: How to Adapt LLMs for Scientific Literature Understanding 28 Aug 2024 dptech-corp/Uni-SMART/SciLitLLM/cpt/quality_control/llama_infer.py 978a0952e0e705b2 ran fingerprinted MIT (permissive)
ConVis: Contrastive Decoding with Hallucination Visualization for Mitigating Hallucinations in Multimodal Large Language Models 25 Aug 2024 yejipark-m/convis/eval/eval_gpt_review_bench.py 763f6fe20bd52fbb ran · violated contract fingerprinted MIT (permissive)
Talk Less, Interact Better: Evaluating In-context Conversational Adaptation in Multimodal LLMs 2 Aug 2024 identical code first harvested elsewhere 763f6fe20bd52fbb ran · violated contract fingerprinted licence of this copy not recorded
INF-LLaVA: Dual-perspective Perception for High-Resolution Multimodal Large Language Model 23 Jul 2024 identical code first harvested elsewhere 763f6fe20bd52fbb ran · violated contract fingerprinted licence of this copy not recorded
MMDU: A Multi-Turn Multi-Image Dialog Understanding Benchmark and Instruction-Tuning Dataset for LVLMs 17 Jun 2024 identical code first harvested elsewhere 763f6fe20bd52fbb ran · violated contract fingerprinted licence of this copy not recorded
On Efficient Language and Vision Assistants for Visually-Situated Natural Language Understanding: What Matters in Reading and Reasoning 17 Jun 2024 naver-ai/elva/Elva/eval_gpt_review_parsing_bench.py 763f6fe20bd52fbb ran · violated contract fingerprinted no licence file found · pointer only
Phased Instruction Fine-Tuning for Large Language Models 1 Jun 2024 xubuvd/phasedsft/evaluation/win_tie_loss_stat.py d9b9b1f09f63f865 ran fingerprinted Apache-2.0 (permissive)
Descriptive Image Quality Assessment in the Wild 29 May 2024 XPixelGroup/DepictQA/src/eval/cal_gpt4_score_detail_v1.py 763f6fe20bd52fbb ran · violated contract fingerprinted Apache-2.0 (permissive)
Descriptive Image Quality Assessment in the Wild 29 May 2024 XPixelGroup/DepictQA/src/eval/cal_gpt4_score_detail_v2.py d22ddef4b1ae67fd ran fingerprinted Apache-2.0 (permissive)
RLAIF-V: Open-Source AI Feedback Leads to Super GPT-4V Trustworthiness 27 May 2024 rlhf-v/rlhf-v/eval/eval_gpt_review_llava.py 763f6fe20bd52fbb ran · violated contract fingerprinted no licence file found · pointer only
LOVA3: Learning to Visual Question Answering, Asking and Assessment 23 May 2024 identical code first harvested elsewhere 763f6fe20bd52fbb ran · violated contract fingerprinted licence of this copy not recorded
MoVA: Adapting Mixture of Vision Experts to Multimodal Context 19 Apr 2024 TempleX98/MoVA/mova/eval/eval_gpt_review.py 763f6fe20bd52fbb ran · violated contract fingerprinted Apache-2.0 (permissive)
Groma: Localized Visual Tokenization for Grounding Multimodal Large Language Models 19 Apr 2024 FoundationVision/Groma/groma/eval/eval_gpt_review_visual.py 763f6fe20bd52fbb ran · violated contract fingerprinted Apache-2.0 (permissive)
Beyond Embeddings: The Promise of Visual Table in Visual Reasoning 27 Mar 2024 lavi-lab/visual-table/llava/eval/eval_gpt_review_visual.py 763f6fe20bd52fbb ran · violated contract fingerprinted Apache-2.0 (permissive)
Visual CoT: Advancing Multi-Modal Language Models with a Comprehensive Dataset and Benchmark for Chain-of-Thought Reasoning 25 Mar 2024 deepcs233/visual-cot/llava/eval/eval_gpt_review_visual.py 763f6fe20bd52fbb ran · violated contract fingerprinted Apache-2.0 (permissive)
Images are Achilles' Heel of Alignment: Exploiting Visual Vulnerabilities for Jailbreaking Multimodal Large Language Models 14 Mar 2024 identical code first harvested elsewhere 763f6fe20bd52fbb ran · violated contract fingerprinted licence of this copy not recorded
Cognitive Visual-Language Mapper: Advancing Multimodal Comprehension with Enhanced Visual Knowledge Alignment 21 Feb 2024 hitsz-tmg/cognitive-visual-language-mapper/LLaVA/llava/eval/eval_gpt_review_visual.py 763f6fe20bd52fbb ran · violated contract fingerprinted no licence file found · pointer only
Event-level Knowledge Editing 20 Feb 2024 thu-keg/event-level-knowledge-editing/examiner/parse_result.py 9e0abb69457fe1bc ran licence not identified · pointer only
Event-level Knowledge Editing 20 Feb 2024 thu-keg/event-level-knowledge-editing/examiner/parse_result_locality.py 7da1f09a1752b039 ran licence not identified · pointer only
Multi-modal Preference Alignment Remedies Degradation of Visual Instruction Tuning on Language Models 16 Feb 2024 identical code first harvested elsewhere 763f6fe20bd52fbb ran · violated contract fingerprinted licence of this copy not recorded
ODIN: Disentangled Reward Mitigates Hacking in RLHF 11 Feb 2024 identical code first harvested elsewhere 8049b382893c73dd ran · violated contract fingerprinted licence of this copy not recorded
Long Is More for Alignment: A Simple but Tough-to-Beat Baseline for Instruction Fine-Tuning 7 Feb 2024 identical code first harvested elsewhere 8049b382893c73dd ran · violated contract fingerprinted licence of this copy not recorded
Osprey: Pixel Understanding with Visual Instruction Tuning 15 Dec 2023 identical code first harvested elsewhere 763f6fe20bd52fbb ran · violated contract fingerprinted licence of this copy not recorded
Arabic Mini-ClimateGPT : A Climate Change and Sustainability Tailored Arabic LLM 14 Dec 2023 identical code first harvested elsewhere 8049b382893c73dd ran · violated contract fingerprinted licence of this copy not recorded
Hallucination Augmented Contrastive Learning for Multimodal Large Language Model 12 Dec 2023 identical code first harvested elsewhere 763f6fe20bd52fbb ran · violated contract fingerprinted licence of this copy not recorded
Quilt-LLaVA: Visual Instruction Tuning by Extracting Localized Narratives from Open-Source Histopathology Videos 7 Dec 2023 aldraus/quilt-llava/llava/eval/quilt_gpt_eval.py 763f6fe20bd52fbb ran · violated contract fingerprinted MIT (permissive)
Alpha-CLIP: A CLIP Model Focusing on Wherever You Want 6 Dec 2023 identical code first harvested elsewhere 763f6fe20bd52fbb ran · violated contract fingerprinted licence of this copy not recorded
The Philosopher's Stone: Trojaning Plugins of Large Language Models 2023-12 (from id) chichidd/llm-lora-trojan/eval/gpt_review.py 8049b382893c73dd ran · violated contract fingerprinted Apache-2.0 (permissive)
Improved Baselines with Visual Instruction Tuning 5 Oct 2023 identical code first harvested elsewhere 763f6fe20bd52fbb ran · violated contract fingerprinted licence of this copy not recorded
An Empirical Study of Scaling Instruct-Tuned Large Multimodal Models 18 Sep 2023 identical code first harvested elsewhere 763f6fe20bd52fbb ran · violated contract fingerprinted licence of this copy not recorded
UniversalNER: Targeted Distillation from Large Language Models for Open Named Entity Recognition 7 Aug 2023 universal-ner/universal-ner/src/train/fastchat/eval/eval_gpt_review.py 8049b382893c73dd ran · violated contract fingerprinted MIT (permissive)
FLASK: Fine-grained Language Model Evaluation based on Alignment Skill Sets 20 Jul 2023 kaistai/flask/gpt_review/gpt4_eval.py 933335551c0e8a52 ran · our draft was wrong fingerprinted no licence file found · pointer only
AlpaGasus: Training A Better Alpaca with Fewer Data 17 Jul 2023 gpt4life/alpagasus/rating/filter.py b748891b4b063b83 ran · violated contract fingerprinted no licence file found · pointer only
PRD: Peer Rank and Discussion Improve Large Language Model based Evaluations 6 Jul 2023 bcdnlp/prd/peer_rank/eval_bard_review.py 8049b382893c73dd ran · violated contract fingerprinted MIT (permissive)
QLoRA: Efficient Finetuning of Quantized LLMs 23 May 2023 artidoro/qlora/eval/eval_gpt_review.py 8049b382893c73dd ran · violated contract fingerprinted MIT (permissive)
Lion: Adversarial Distillation of Proprietary Large Language Models 22 May 2023 yjiangcm/lion/src/chatgpt_referee.py eb6629df9a940cb4 unverified MIT (permissive)
Clinical Camel: An Open Expert-Level Medical Language Model with Dialogue-Based Knowledge Encoding 19 May 2023 bowang-lab/clinical-camel/evaluation/eval_gpt_review.py 8049b382893c73dd ran · violated contract fingerprinted AGPL-3.0 (copyleft) · pointer only
G-Eval: NLG Evaluation using GPT-4 with Better Human Alignment 29 Mar 2023 megagonlabs/llm-longeval/eval/evaluator.py f662bdaf543ab06e ran · honoured contract fingerprinted BSD-3-Clause (permissive)
GPT-4 Technical Report 15 Mar 2023 identical code first harvested elsewhere b748891b4b063b83 ran · violated contract fingerprinted licence of this copy not recorded
arXiv:2024.findings-acl.341 xubuvd/PhasedSFT/evaluation/win_tie_loss_stat.py d9b9b1f09f63f865 ran fingerprinted Apache-2.0 (permissive)

This site shows no code text; each File cell links to the file on GitHub at the repository's current default branch, which may have changed since the harvest. "Pointer only" means Syntology does not serve that copy's text, for one of four reasons: no licence file was found; the licence was not identified; the licence is recorded as permissive but that copy's record is not marked cleared; or the licence is outside the permissive list Syntology serves text under (MIT, Apache-2.0, BSD and similar). Some licences outside that list permit redistribution, such as WTFPL, and GPL-3.0 under its conditions; they are simply not on the list. Hover a licence cell for the reason. Per-sample records for a paper are on its paper page under "Code Syntology ran".

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections