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Functions549 in github.com/19PINE-AI/ikp

↓ 1 callersFunctionfind_probe_by_id
(probe_id: str)
cli/probes.py:19
↓ 1 callersFunctionfind_probes_for_researcher
(name: str)
cli/probes.py:27
↓ 1 callersFunctionfit_linear
(open_models)
website/scripts/prepare_data.py:67
↓ 1 callersFunctionfit_log_linear
(log_params, accs)
scripts/penalty_sensitivity.py:58
↓ 1 callersFunctionfit_logistic
Fit logistic sigmoid: accuracy = 1 / (1 + exp(-k*(log(params) - x0))) Returns (k, x0, r_squared).
scripts/analyze_results.py:42
↓ 1 callersFunctionfmt_size
(B)
paper/figures/generate_figures.py:304
↓ 1 callersFunctionformat_done
(model, result, error, elapsed)
cli/research.py:27
↓ 1 callersFunctionformat_series_table
(rows, vendor_name)
scripts/14_comprehensive_fingerprinting.py:356
↓ 1 callersFunctionfpi
(lo, hi)
scripts/frontier_table.py:55
↓ 1 callersFunctionfs
(b)
scripts/lambda_floor_ablation.py:83
↓ 1 callersFunctionfs2
(b)
scripts/lambda_floor_ablation.py:98
↓ 1 callersFunctiongenerate_all
(target: int = 1000)
pipeline/generate_researchers.py:152
↓ 1 callersFunctiongenerate_all
Generate probes in batches until we have enough.
pipeline/generate_llm_probes.py:159
↓ 1 callersFunctiongenerate_all
Generate researcher probes across citation ranges.
pipeline/generate_mid_researchers.py:102
↓ 1 callersFunctiongenerate_batch
Generate a batch of probes at a given difficulty level.
pipeline/generate_llm_probes.py:100
↓ 1 callersFunctiongenerate_chinese_probes
Generate Chinese-language probes across difficulty tiers.
scripts/08_chinese_probes.py:39
↓ 1 callersFunctiongenerate_chinese_wikipedia_probes
Generate Chinese probes from Chinese Wikipedia random articles.
scripts/11_corpus_grounded_t5t7.py:364
↓ 1 callersFunctiongenerate_extended_phrasings
Generate 7 additional phrasings for a single probe using an LLM.
scripts/12_fingerprint_probes.py:197
↓ 1 callersFunctiongenerate_researcher_probes
Generate probes about CS systems researchers at varying prominence levels.
scripts/09_researcher_probes.py:39
↓ 1 callersFunctiongenerate_researcher_probes
Generate researcher probes from DBLP + Semantic Scholar.
scripts/11_corpus_grounded_t5t7.py:111
↓ 1 callersFunctiongenerate_researcher_probes_from_web
Generate researcher probes using Semantic Scholar API.
scripts/10_web_grounded_probes.py:274
↓ 1 callersFunctiongenerate_t6_probes
Generate T6 candidate probes.
scripts/01b_generate_t6_t7.py:127
↓ 1 callersFunctiongenerate_t7_probes
Generate T7 candidate probes.
scripts/01b_generate_t6_t7.py:156
↓ 1 callersFunctiongenerate_tables
Generate LaTeX tables for the paper.
scripts/legacy/05_analyze_and_plot.py:297
↓ 1 callersFunctiongenerate_wikipedia_probes
Generate probes from random Wikipedia articles.
scripts/11_corpus_grounded_t5t7.py:255
↓ 1 callersFunctionget_search_count
Try all available backends, return first success.
pipeline/search_count.py:99
↓ 1 callersFunctionget_semantic_scholar_citations
Look up an author's citation count on Semantic Scholar.
scripts/11_corpus_grounded_t5t7.py:81
↓ 1 callersFunctionget_tier_color
(name)
paper/figures/generate_appendix_figures.py:513
↓ 1 callersFunctiongrounded
(q, label)
scripts/clean_flag_wikidata.py:86
↓ 1 callersFunctionhallu
(ts, t)
scripts/full_results_tables.py:54
↓ 1 callersFunctionharvest_authors
(http, concept_id, year_range=(2021, 2024), n_works=120)
scripts/find_t7_remaining.py:68
↓ 1 callersFunctionharvest_authors_from_works
Harvest unique author IDs from low-cited CS works tagged with concept_id.
scripts/find_t7_replacements.py:93
↓ 1 callersFunctionhas_cs_topic
(topics: list)
scripts/refine_collisions.py:67
↓ 1 callersFunctionhssRegimeNote
(hss: number)
website/src/pages/FingerprintPair.tsx:352
↓ 1 callersFunctionikp_pred
(r)
scripts/full_results_tables.py:39
↓ 1 callersFunctioningest_all
Ingest all existing probe sources.
pipeline/ingest.py:93
↓ 1 callersFunctioningest_llm_probes
Ingest LLM-generated probes from calibration batches.
pipeline/ingest.py:10
↓ 1 callersFunctioningest_researcher_probes
Ingest researcher field probes.
pipeline/ingest.py:41
↓ 1 callersFunctioningest_wikidata_probes
Ingest Wikidata probes.
pipeline/ingest.py:67
↓ 1 callersFunctioninitial_draw
()
cli/progress.py:91
↓ 1 callersFunctionis_cs_venue
(v)
scripts/find_t7_remaining.py:63
↓ 1 callersFunctionis_cs_venue
(v)
scripts/find_t7_replacements.py:88
↓ 1 callersFunctionis_cs_venue
(v: str)
scripts/refine_collisions.py:54
↓ 1 callersFunctionis_error
(r)
scripts/rescore_clean_lambda0.py:23
↓ 1 callersFunctionis_legacy
(n)
scripts/frontier_table.py:69
↓ 1 callersFunctionis_monotonic
Check if correctness vector is monotonic (once True, stays True).
scripts/legacy/calibrate_landmarks.py:246
↓ 1 callersFunctionis_refusal
(response: str)
pipeline/judge.py:34
↓ 1 callersFunctionis_strong_non_cs_venue
(v: str)
scripts/refine_collisions.py:62
↓ 1 callersFunctionis_valid_author_name
Filter out institution names and invalid entries.
scripts/legacy/fill_researcher_probes.py:130
↓ 1 callersFunctionis_valid_name
(name: str)
scripts/legacy/fill_researchers_v2.py:78
↓ 1 callersFunctionis_valid_name
(name: str)
pipeline/generate_researchers.py:104
↓ 1 callersFunctionjudge
Return True if the response correctly answers the question.
pipeline/judge.py:41
↓ 1 callersFunctionjudge_call
(question: str, gold_answer: str, model_response: str)
scripts/legacy/calibrate_batch2.py:75
↓ 1 callersFunctionjudge_call
Use Claude Sonnet 4.6 as judge via OpenRouter.
scripts/legacy/run_calibration.py:78
↓ 1 callersFunctionjudge_call
Use Claude Sonnet 4.6 as strict factual judge.
scripts/legacy/calibrate_landmarks.py:169
↓ 1 callersFunctionjudge_call
(question: str, gold_answer: str, model_response: str)
scripts/legacy/calibrate_batch3.py:75
↓ 1 callersFunctionjudge_call
(question: str, gold_answer: str, model_response: str)
scripts/legacy/fix_calibration.py:80
↓ 1 callersFunctionjudge_one
(args_tuple)
scripts/legacy/ikp_query.py:410
↓ 1 callersFunctionjudge_response
Judge a response using Gemini 3 Flash Preview as a 3-way classifier. Returns dict with keys: verdict, judge_prompt, judge_raw_output, error.
scripts/run_evaluation.py:178
↓ 1 callersFunctionjudge_response
(question, gold, response)
scripts/legacy/retry_model.py:73
↓ 1 callersFunctionjudge_response
Judge using Gemini 3 Flash. Returns CORRECT, WRONG, or REFUSAL.
scripts/legacy/ikp_query.py:164
↓ 1 callersFunctionload_all
()
scripts/14_comprehensive_fingerprinting.py:98
↓ 1 callersFunctionload_all_responses
Load all model response files. Returns dict: model_name -> probe_results.
scripts/13_distillation_detection.py:54
↓ 1 callersFunctionload_all_results
Load all available results from raw_responses.
scripts/legacy/06_live_analysis.py:20
↓ 1 callersFunctionload_data
()
scripts/15_densing_law_analysis.py:92
↓ 1 callersFunctionload_data
()
scripts/legacy/07_ablations.py:27
↓ 1 callersFunctionload_data
Load all results.
scripts/legacy/05_analyze_and_plot.py:50
↓ 1 callersFunctionload_model_metadata
Load model configs for family/architecture info.
scripts/13_distillation_detection.py:71
↓ 1 callersFunctionload_original_probes
Load the original probe data for selected probe IDs.
scripts/12_fingerprint_probes.py:136
↓ 1 callersFunctionload_probe_results
Load all model response files and compute per-probe correctness matrix.
scripts/12_fingerprint_probes.py:46
↓ 1 callersFunctionload_probes
()
website/scripts/prepare_data.py:54
↓ 1 callersFunctionload_results
Load all model result files.
scripts/analyze_results.py:27
↓ 1 callersFunctionload_summary
()
website/scripts/prepare_data.py:50
↓ 1 callersFunctionloo_cv
(open_models)
website/scripts/prepare_data.py:81
↓ 1 callersFunctionmain
Generate probe candidates for all tiers T1-T5.
src/probe_generator.py:287
↓ 1 callersFunctionmain
()
scripts/run_evaluation.py:435
↓ 1 callersFunctionmain
()
scripts/04_run_targets.py:32
↓ 1 callersFunctionmain
()
scripts/proprietary_sensitivity.py:90
↓ 1 callersFunctionmain
()
scripts/run_all_models.py:41
↓ 1 callersFunctionmain
()
scripts/14_comprehensive_fingerprinting.py:459
↓ 1 callersFunctionmain
()
scripts/rewrite_researcher_probes.py:29
↓ 1 callersFunctionmain
()
scripts/12_fingerprint_probes.py:273
↓ 1 callersFunctionmain
()
scripts/inspect_smoke_test.py:22
↓ 1 callersFunctionmain
()
scripts/assemble_final_dataset.py:106
↓ 1 callersFunctionmain
()
scripts/rescore_with_penalty.py:47
↓ 1 callersFunctionmain
()
scripts/apply_t7_substitutions.py:31
↓ 1 callersFunctionmain
()
scripts/01b_generate_t6_t7.py:232
↓ 1 callersFunctionmain
()
scripts/03_fit_calibration.py:27
↓ 1 callersFunctionmain
()
scripts/08_chinese_probes.py:202
↓ 1 callersFunctionmain
()
scripts/final_assembly.py:153
↓ 1 callersFunctionmain
()
scripts/analyze_results.py:102
↓ 1 callersFunctionmain
()
scripts/strict_rejudge_v4flash.py:81
↓ 1 callersFunctionmain
()
scripts/09_researcher_probes.py:226
↓ 1 callersFunctionmain
()
scripts/apply_manual_enrichment.py:326
↓ 1 callersFunctionmain
()
scripts/rerun_researcher_probes.py:281
↓ 1 callersFunctionmain
()
scripts/find_t7_remaining.py:175
↓ 1 callersFunctionmain
Main entry point. Generates web-grounded probe methodology documentation and runs available web searches to build actual probes.
scripts/10_web_grounded_probes.py:249
↓ 1 callersFunctionmain
()
scripts/11_corpus_grounded_t5t7.py:463
↓ 1 callersFunctionmain
()
scripts/phase2_calibrate_t7.py:65
↓ 1 callersFunctionmain
()
scripts/add_release_dates.py:230
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