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count_score

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

count_score appears in the code Syntology harvested for 27 papers, as 3 distinct code bodies found in 27 places (a place is one code body under one paper). At least one of them ran in 26 of the papers; 2 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 count_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 2 of the 3 distinct code bodies named count_score; 1 is unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

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

Licence is a property of each copy, so it is counted per place: 8 of the 27 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

27 papers shown of 27, newest first; 27 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 3 papers added by Syntology; 3 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
CASK: Core-Aware Selective KV Compression for Reasoning Traces added by Syntology 2026-04 (from id) THUDM/LongBench/LongBench/metrics.py b349b79d9cc2934b ran · honoured contract fingerprinted MIT (permissive)
Stacked from One: Multi-Scale Self-Injection for Context Window Extension added by Syntology 2026-03 (from id) Clement25/SharedLLM/LongBenchTest/metrics.py b349b79d9cc2934b ran · honoured contract fingerprinted no licence file found · pointer only
Mamba Modulation On the Length Generalization of Mamba added by Syntology 2025-09 (from id) gnepul-ace/mamba_modulation/Mamba/LongBench/metrics.py b349b79d9cc2934b ran · honoured contract fingerprinted MIT (permissive)
Radar: Fast Long-Context Decoding for Any Transformer 13 Mar 2025 borealisai/radar-decoding/research/longbench/longbench.py b349b79d9cc2934b ran · honoured contract fingerprinted LGPL-3.0 (copyleft) · pointer only
Squeezed Attention: Accelerating Long Context Length LLM Inference 14 Nov 2024 SqueezeAILab/SqueezedAttention/LongBench/metrics.py b349b79d9cc2934b ran · honoured contract fingerprinted no licence file found · pointer only
Not All Heads Matter: A Head-Level KV Cache Compression Method with Integrated Retrieval and Reasoning 25 Oct 2024 fyyfu/headkv/metrics.py b349b79d9cc2934b ran · honoured contract fingerprinted no licence file found · pointer only
SimLayerKV: A Simple Framework for Layer-Level KV Cache Reduction 17 Oct 2024 sail-sg/simlayerkv/LongBench/metrics.py b349b79d9cc2934b ran · honoured contract fingerprinted no licence file found · pointer only
TidalDecode: Fast and Accurate LLM Decoding with Position Persistent Sparse Attention 7 Oct 2024 DerrickYLJ/TidalDecode/experiments/LongBench/metrics.py b349b79d9cc2934b ran · honoured contract fingerprinted Apache-2.0 (permissive)
Discovering the Gems in Early Layers: Accelerating Long-Context LLMs with 1000x Input Token Reduction 25 Sep 2024 salesforceairesearch/gemfilter/eval/LongBench/metrics.py b349b79d9cc2934b ran · honoured contract fingerprinted Apache-2.0 (permissive)
A Controlled Study on Long Context Extension and Generalization in LLMs 18 Sep 2024 leooyii/lceg/longbench/metrics.py b349b79d9cc2934b ran · honoured contract fingerprinted no licence file found · pointer only
Post-Training Sparse Attention with Double Sparsity 11 Aug 2024 andy-yang-1/doublesparse/LongBench/metrics.py b349b79d9cc2934b ran · honoured contract fingerprinted MIT (permissive)
Less is More: Sparse Watermarking in LLMs with Enhanced Text Quality 17 Jul 2024 mail-research/sparse-llm-watermarking/metrics.py b349b79d9cc2934b ran · honoured contract fingerprinted MIT (permissive)
KV Cache Compression, But What Must We Give in Return? A Comprehensive Benchmark of Long Context Capable Approaches 1 Jul 2024 henryzhongsc/longctx_bench/eval/longbench_utils/metrics.py b349b79d9cc2934b ran · honoured contract fingerprinted MIT (permissive)
Quest: Query-Aware Sparsity for Efficient Long-Context LLM Inference 16 Jun 2024 mit-han-lab/Quest/evaluation/LongBench/metrics.py b349b79d9cc2934b ran · honoured contract fingerprinted MIT (permissive)
QuickLLaMA: Query-aware Inference Acceleration for Large Language Models 11 Jun 2024 dvlab-research/q-llm/benchmark/metrics.py b349b79d9cc2934b ran · honoured contract fingerprinted no licence file found · pointer only
QJL: 1-Bit Quantized JL Transform for KV Cache Quantization with Zero Overhead 5 Jun 2024 amirzandieh/qjl/metrics.py b349b79d9cc2934b ran · honoured contract fingerprinted Apache-2.0 (permissive)
Mitigate Position Bias in Large Language Models via Scaling a Single Dimension 4 Jun 2024 PositionalHidden/PositionalHidden/experiments/run_on_longbench/metrics.py 1051445c95f4d2fc ran fingerprinted MIT (permissive)
SnapKV: LLM Knows What You are Looking for Before Generation 22 Apr 2024 fasterdecoding/snapkv/experiments/LongBench/metrics.py b349b79d9cc2934b ran · honoured contract fingerprinted Apache-2.0 (permissive)
SqueezeAttention: 2D Management of KV-Cache in LLM Inference via Layer-wise Optimal Budget 7 Apr 2024 hetailang/squeezeattention/metrics.py b349b79d9cc2934b ran · honoured contract fingerprinted no licence file found · pointer only
InfLLM: Training-Free Long-Context Extrapolation for LLMs with an Efficient Context Memory 7 Feb 2024 thunlp/infllm/benchmark/metrics.py b349b79d9cc2934b ran · honoured contract fingerprinted MIT (permissive)
KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cache 5 Feb 2024 jy-yuan/kivi/metrics.py b349b79d9cc2934b ran · honoured contract fingerprinted MIT (permissive)
Never Lost in the Middle: Mastering Long-Context Question Answering with Position-Agnostic Decompositional Training 15 Nov 2023 hejunqing/never-lost-in-the-middle/LongBench/src/metrics.py b349b79d9cc2934b ran · honoured contract fingerprinted MIT (permissive)
Prompt Cache: Modular Attention Reuse for Low-Latency Inference 7 Nov 2023 yale-sys/prompt-cache/metrics.py b349b79d9cc2934b ran · honoured contract fingerprinted MIT (permissive)
Evaluating the Performance of Large Language Models on GAOKAO Benchmark 21 May 2023 openlmlab/gaokao-bench/Bench/OBJ_score_evaluation.py 1d89732a58d82cd3 unverified Apache-2.0 (permissive)
arXiv:openreview_trSWJ99WzS DerrickYLJ/LessIsMore/experiments/LongBench/metrics.py b349b79d9cc2934b ran · honoured contract fingerprinted Apache-2.0 (permissive)
arXiv:2025.findings-emnlp.429 zhzihao/QPruningKV/metrics.py b349b79d9cc2934b ran · honoured contract fingerprinted MIT (permissive)
arXiv:2025.emnlp-main.443 adlnlp/Gali/longbench/metrics.py b349b79d9cc2934b ran · honoured contract fingerprinted MIT (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