Durable experiment record · Local core code · curated results

GT information regimes, KET, and TopoCoend

Strict-causal and future-carrier language-modeling comparisons on PTB and WikiText corpora.

42 code surfaces0 frozen runs2 code packagescatagi-information-ket

Experimental contract

What this family tests

controlled comparisons with explicit leakage controls

  • Strict-causal versus future-carrier leakage control
  • PTB blockwise KET comparison
  • WikiText-2 KET diagnostics
  • WikiText-103 KET and TopoCoend comparison

Book-to-code crosswalk

The highlighted Experiment cards covered here

Implementation map

From entry point to source surface

Start here

These concrete files are selected from the complete registered source surface to orient the reader.

  • runner · staged-not-publiccategories-gt-archive:KET/ket_experiments/eval/eval_ppl.pyLocate this file in the curated companion packet; no public download is currently offered.
  • implementation · public-pinnedlincs-allora:KET/aggregate_gpt2_cuda_replication.pyOpen the pinned public source file.
  • runner · staged-not-publiccategories-gt-archive:KET/ket_experiments/eval/freeze_ablate.pyLocate this file in the curated companion packet; no public download is currently offered.
  • runner · staged-not-publiccategories-gt-archive:KET/ket_experiments/eval/model_utility.pyLocate this file in the curated companion packet; no public download is currently offered.

Author-declared entry points

  • KET/ket_experiments/
  • scripts/ket_experiments/

Resolved code

dependency · 6
  • categories-gt-archive:KET/ket_experiments/datasets_ptb_wt.py
  • categories-gt-archive:KET/ket_experiments/train_torch_gt_lm.py
  • categories-gt-archive:KET/ket_experiments/train_torch_kan_lm_ptbwt_incidence_mp_compat.py
  • categories-gt-archive:KET/ket_experiments/train_torch_kan_lm_ptbwt_softpred_hint.py
  • categories-gt-archive:KET/ket_experiments/train_torch_lm.py
  • categories-gt-archive:KET/ket_experiments/train_torch_topocoend_lm_ptbwt_compat.py
implementation · 27
runner · 9
  • categories-gt-archive:KET/ket_experiments/eval/__init__.py
  • categories-gt-archive:KET/ket_experiments/eval/eval_ppl.py
  • categories-gt-archive:KET/ket_experiments/eval/freeze_ablate.py
  • categories-gt-archive:KET/ket_experiments/eval/model_utility.py
  • categories-gt-archive:KET/ket_experiments/eval/ngram_sweep.py
  • categories-gt-archive:KET/ket_experiments/eval/perm_ablate.py
  • categories-gt-archive:KET/ket_experiments/ket_unified_harness.py
  • categories-gt-archive:KET/ket_experiments/train/train_ket.py
  • categories-gt-archive:KET/ket_experiments/train/train_ket_block.py

Evidence record

Artifacts and frozen runs

Result artifacts

  • loss/perplexity plots and recorded comparison tables

Run records

No run-level packet is registered. The family retains code-level provenance, but public run reproduction still requires curation.

Evidence boundary

Future-carrier runs are leakage controls, not valid autoregressive improvements; point estimates are not population effects.

This registry links the experiments reported by the three books to their executable or archived code surfaces. A code link establishes traceability, not independent reproduction, correctness, or support for a claim beyond the experiment's stated boundary.