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last_boxed_only_string

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

last_boxed_only_string appears in the code Syntology harvested for 46 papers, as 20 distinct code bodies found in 47 places (a place is one code body under one paper). At least one of them ran in 38 of the papers; 11 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 last_boxed_only_string 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 11 of the 20 distinct code bodies named last_boxed_only_string; 9 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
8ran · our draft was wrong
0ran · fixture could not drive it
3ran
9unverified
11fingerprinted

Licence is a property of each copy, so it is counted per place: 23 of the 47 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

46 papers shown of 46, newest first; 47 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 13 papers added by Syntology; 5 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
SCOPE-RL: Optimizing Reasoning Paths Before and After Success added by Syntology 2026-07 (from id) tokencraft-lab/SCOPE-RL/verl/recipe/scope_rl/reward_score/step_quality.py e76cb5ca340e2e17 ran · our draft was wrong fingerprinted no licence file found · pointer only
Filter, Then Reweight: Rethinking Optimization Granularity in On-Policy Distillation added by Syntology 2026-06 (from id) YuYingLi0/FiRe-OPD/math_eval/eval_math.py 90b5c896e5eaea5e ran · our draft was wrong fingerprinted no licence file found · pointer only
RLVR Datasets and Where to Find Them: Tracing Data Lineage for Better Training Data added by Syntology 2026-05 (from id) Celine-hxy/ATLAS/verl/verl/utils/reward_score/math_dapo.py 885dcaee42326ed4 ran · our draft was wrong fingerprinted no licence file found · pointer only
Efficient Agentic Reinforcement Learning with On-Policy Intrinsic Knowledge Boundary Enhancement added by Syntology 2026-05 (from id) CuSO4-Chen/AKBE/AKBE/verl_akbe/verl/utils/reward_score/reward_em_betagrpo.py a459ca4d242e275d ran · our draft was wrong fingerprinted no licence file found · pointer only
Learning to Foresee: Unveiling the Unlocking Efficiency of On-Policy Distillation added by Syntology 2026-05 (from id) caiyuchen-ustc/EffOPD/EffOPD/math_eval/eval_math.py 90b5c896e5eaea5e ran · our draft was wrong fingerprinted no licence file found · pointer only
GraphPlanner: Graph Memory-Augmented Agentic Routing for Multi-Agent LLMs added by Syntology 2026-04 (from id) ulab-uiuc/GraphPlanner/router_planner/shared/math_eval.py 9194e1f637041d86 ran fingerprinted no licence file found · pointer only
TLoRA: Task-aware Low Rank Adaptation of Large Language Models added by Syntology 2026-04 (from id) Rambo-Yi/TLora/evaluate/math/util.py 0b14c648516c38a7 ran · our draft was wrong fingerprinted no licence file found · pointer only
A Systematic Analysis of the Impact of Persona Steering on LLM Capabilities added by Syntology 2026-04 (from id) cjia7/DPR/src/npti/eval/eval_math.py 0975c53e2a5fc2ab unverified no licence file found · pointer only
REAM: Merging Improves Pruning of Experts in LLMs added by Syntology 2026-04 (from id) zai-org/glm-simple-evals/evals/math_eval.py 0b14c648516c38a7 ran · our draft was wrong fingerprinted no licence file found · pointer only
UpSkill: Mutual Information Skill Learning for Structured Response Diversity in LLMs added by Syntology 2026-02 (from id) dshah02/upskill/src/DAPO_math_dapo.py 885dcaee42326ed4 ran · our draft was wrong fingerprinted no licence file found · pointer only
UpSkill: Mutual Information Skill Learning for Structured Response Diversity in LLMs added by Syntology 2026-02 (from id) dshah02/upskill/src/flex_extract.py 8e1ba71a728e180c unverified no licence file found · pointer only
IAPO: Information-Aware Policy Optimization for Token-Efficient Reasoning added by Syntology 2026-02 (from id) YinhanHe123/IAPO/compute_reward.py 270295c5488675af unverified MIT (permissive)
ETS: Energy-Guided Test-Time Scaling for Training-Free RL Alignment added by Syntology 2026-01 (from id) sheriyuo/ETS/aime24/utils.py 6d0bdd1050a5f9b9 unverified no licence file found · pointer only
DYNAACT: Large Language Model Reasoning with Dynamic Action Spaces added by Syntology 2025-11 (from id) zhaoxlpku/DynaAct/math_utils.py 0b14c648516c38a7 ran · our draft was wrong fingerprinted no licence file found · pointer only
Skywork-R1V3 Technical Report 8 Jul 2025 seephys/seephys-project/vlmeval/api/bluelm_api.py a37f5e20fcdfc1ff unverified no licence file found · pointer only
SPIRAL: Self-Play on Zero-Sum Games Incentivizes Reasoning via Multi-Agent Multi-Turn Reinforcement Learning 30 Jun 2025 spiral-rl/spiral/spiral/utils.py 0b14c648516c38a7 ran · our draft was wrong fingerprinted MIT (permissive)
TinyV: Reducing False Negatives in Verification Improves RL for LLM Reasoning 20 May 2025 uw-nsl/tinyv/verl/verl/utils/reward_score/tinyv.py b6bc0ef47c33095e unverified MIT (permissive)
Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory 16 May 2025 MraDonkey/rethinking_prompting/model.py 0b14c648516c38a7 ran · our draft was wrong fingerprinted MIT (permissive)
Multi-Token Prediction Needs Registers 15 May 2025 nasosger/mutor/language_modeling/src/eval/math_utils.py 0b14c648516c38a7 ran · our draft was wrong fingerprinted MIT (permissive)
arXiv:2503.05188 2025-03 (from id) BugMakerzzz/CRISP/crisp_reason.py fbe5c4948905ca15 ran · our draft was wrong fingerprinted no licence file found · pointer only
ReSo: A Reward-driven Self-organizing LLM-based Multi-Agent System for Reasoning Tasks 2025-03 (from id) hengzzzhou/reso/ReSo/agent_graph/agent_graph.py 94659aac341e7312 ran · our draft was wrong fingerprinted no licence file found · pointer only
Big-Math: A Large-Scale, High-Quality Math Dataset for Reinforcement Learning in Language Models 24 Feb 2025 synthlabsai/big-math/signals/rollouts_based_signals/math_eval.py abd7f82534e7b822 unverified MIT (permissive)
SIFT: Grounding LLM Reasoning in Contexts via Stickers 19 Feb 2025 zhijie-group/sift/acc_stage2.py 90b5c896e5eaea5e ran · our draft was wrong fingerprinted MIT (permissive)
Revisiting the Test-Time Scaling of o1-like Models: Do they Truly Possess Test-Time Scaling Capabilities? 17 Feb 2025 ZhiYuanZeng/test-time-scaling-eval/math_evaluator.py 90b5c896e5eaea5e ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
MasRouter: Learning to Route LLMs for Multi-Agent Systems 16 Feb 2025 yanweiyue/masrouter/Datasets/math_dataset.py 0b14c648516c38a7 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning 10 Feb 2025 internlm/oreal/oreal/judgers/utils.py 90b5c896e5eaea5e ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
What Do Learning Dynamics Reveal About Generalization in LLM Reasoning? 12 Nov 2024 katiekang1998/reasoning_generalization/math_eval_samples.py 0b14c648516c38a7 ran · our draft was wrong fingerprinted MIT (permissive)
InternLM2.5-StepProver: Advancing Automated Theorem Proving via Expert Iteration on Large-Scale LEAN Problems 21 Oct 2024 internlm/internlm-math/agent/math_agent.py 90b5c896e5eaea5e ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Automatic Curriculum Expert Iteration for Reliable LLM Reasoning 10 Oct 2024 salesforceairesearch/auto-cei/data/MATH/data_pre.py 8529d921bdf3f1aa ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
LLaMA-Berry: Pairwise Optimization for O1-like Olympiad-Level Mathematical Reasoning 3 Oct 2024 identical code first harvested elsewhere 90b5c896e5eaea5e ran · our draft was wrong fingerprinted licence of this copy not recorded
T2Vs Meet VLMs: A Scalable Multimodal Dataset for Visual Harmfulness Recognition 29 Sep 2024 nctu-eva-lab/vhd11k/autogen/math_utils.py 735fc5841569ed55 ran fingerprinted CC-BY-4.0 · pointer only
MAgICoRe: Multi-Agent, Iterative, Coarse-to-Fine Refinement for Reasoning 18 Sep 2024 dinobby/magicore/math_utils.py 0b14c648516c38a7 ran · our draft was wrong fingerprinted MIT (permissive)
BA-LoRA: Bias-Alleviating Low-Rank Adaptation to Mitigate Catastrophic Inheritance in Large Language Models 8 Aug 2024 cyp-jlu-ai/ba-lora/inference/util.py 0b14c648516c38a7 ran · our draft was wrong fingerprinted no licence file found · pointer only
LLM Critics Help Catch Bugs in Mathematics: Towards a Better Mathematical Verifier with Natural Language Feedback 20 Jun 2024 kbsdjames/math-minos/evaluation/util.py 0b14c648516c38a7 ran · our draft was wrong fingerprinted no licence file found · pointer only
Accessing GPT-4 level Mathematical Olympiad Solutions via Monte Carlo Tree Self-refine with LLaMa-3 8B 11 Jun 2024 trotsky1997/mathblackbox/run_with_earlystopping.py 90b5c896e5eaea5e ran · our draft was wrong fingerprinted no licence file found · pointer only
VB-LoRA: Extreme Parameter Efficient Fine-Tuning with Vector Banks 24 May 2024 leo-yangli/VB-LoRA/math_instruction_tuning/instruction_tuning_eval/utils.py 90b5c896e5eaea5e ran · our draft was wrong fingerprinted no licence file found · pointer only
Exploring the Compositional Deficiency of Large Language Models in Mathematical Reasoning 5 May 2024 tongjingqi/MathTrap/eval/util.py 0b14c648516c38a7 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Make Your LLM Fully Utilize the Context 25 Apr 2024 microsoft/FILM/short_tasks/utils.py 37773130a24557b7 ran fingerprinted MIT (permissive)
Advancing LLM Reasoning Generalists with Preference Trees 2 Apr 2024 openbmb/eurus/eval/utils/util.py 0b14c648516c38a7 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
NEFTune: Noisy Embeddings Improve Instruction Finetuning 9 Oct 2023 akjindal53244/arithmo/eval/MATH/MATH_compute_metric_zero_shot_CoT.py 0b14c648516c38a7 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Re-Reading Improves Reasoning in Large Language Models 12 Sep 2023 tebmer/rereading-llm-reasoning/utils/util.py 0b14c648516c38a7 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Sparks of Artificial General Intelligence: Early experiments with GPT-4 22 Mar 2023 emrgnt-cmplxty/zero-shot-replication/zero_shot_replication/core/math_helpers.py a6e611557b1300a9 unverified Apache-2.0 (permissive)
Cost-Effective Hyperparameter Optimization for Large Language Model Generation Inference 8 Mar 2023 kevin666aa/flaml/flaml/autogen/math_utils.py 735fc5841569ed55 ran fingerprinted MIT recorded; this copy not marked cleared · pointer only
arXiv:openreview_QrC8OgQyOI viiika/Prism/Dream/Dream_Prism/metrics/gsmk8_eval.py a774929083345c9b unverified Apache-2.0 (permissive)
arXiv:2025.findings-emnlp.598 RUCAIBox/MMATH/utils.py 90b5c896e5eaea5e ran · our draft was wrong fingerprinted MIT (permissive)
arXiv:2025.emnlp-main.1660 dinobby/MAgICoRe/math_utils.py 0b14c648516c38a7 ran · our draft was wrong fingerprinted MIT (permissive)
arXiv:2024.findings-emnlp.407 amayuelas/multi-agent-attack/multiagent_debate/math_parsing.py 0b14c648516c38a7 ran · our draft was wrong 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".

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