crawl-pretrain

Tokenized pretraining data from crawl simulations on the production crawl graph (job 148132, graph v3), Crawl4LLM project, CMU. Each simulation changes only the crawl priority (which URL is fetched first); everything else is fixed: at most 250 pages per registered domain per cycle, same graph, seeds (seed 42) and max 100 outlinks per page.

Every folder <experiment date>/<experiment>/ holds one simulation's selected pages after full processing: English filter → DCLM RefinedWeb rules → BFF near-dup removal → DCLM fastText filter (threshold 0.018112), tokenized with tokshuf-rust (EleutherAI/gpt-neox-20b via tiktoken, seqlen 2049) as webdataset shard_*.tar + manifest.jsonl, ready for DCLM / open_lm 1B-1x training.

Status: uploaded = complete in this repo; pending = still simulating or processing, folder added when tokenized.

Results (DCLM 1B-1x, 28.8B training tokens, Core = centered accuracy over the low-variance tasks without commonsense_qa)

folder	Commonsense Reasoning	Language Understanding	Reading Comprehension	Symbolic Problem Solving	World Knowledge	Core
2026-10-27/sim_233150_source_quality_cash	0.33256	0.37992	0.26287	0.20513	0.30070	0.29977
2026-10-29/sim_233150_opic_content_trust_decay	0.38559	0.37873	0.27001	0.17054	0.30646	0.30110
2026-10-29/sim_233150_opic_content_template_split	0.36602	0.37097	0.22619	0.19049	0.29642	0.29259
2026-10-29/sim_233150_opic_content_self_damp	0.34941	0.36451	0.20528	0.18064	0.28735	0.28141
2026-11-02/sim_2m_host_explore (2M setting, fastText threshold version)	0.33684	0.32389	0.24529	0.20221	0.28221	0.27781
2026-11-02/sim_2m_head_tail (2M setting, fastText threshold version)	0.33221	0.33506	0.21993	0.19018	0.28504	0.27468
2026-10-29/sim_233150_inlink_content_domain_once	0.34817	0.34998	0.27306	0.22121	0.29514	0.29751
2026-10-29/sim_233150_inlink_content_template_once	0.35944	0.36181	0.25579	0.20663	0.29576	0.29675
2026-10-27/sim_233150_quality_density	0.33988	0.36631	0.25677	0.20270	0.29853	0.29518
2026-10-29/sim_233150_domain_prior_full	0.33594	0.36640	0.27076	0.19242	0.29418	0.29325
2026-10-29/sim_233150_inlink_content	0.33765	0.35172	0.26463	0.19592	0.30954	0.29293
2026-10-29/sim_233150_opic_content_only	0.35840	0.36012	0.26737	0.17879	0.29841	0.29200
2026-10-29/sim_233150_opic_content_domain_once	0.32515	0.38188	0.26402	0.16249	0.30417	0.29055
2026-10-29/sim_233150_inlink_content_damp	0.35416	0.34827	0.23856	0.18891	0.29422	0.28561
2026-10-27/sim_233150_host_prior	0.35326	0.34470	0.24528	0.16677	0.29569	0.28073
2026-10-29/sim_233150_inlink_full	0.33820	0.34643	0.24828	0.17889	0.28700	0.28034
2026-10-27/sim_233150_quality_density_fasttext_top12b	0.34922	0.38724	0.25565	0.19070	0.29342	0.29812
2026-10-29/sim_233150_domain_prior_full_fasttext_top12b	0.38005	0.35502	0.26730	0.19586	0.29689	0.29709
2026-10-27/common_crawl_baseline_processed_28_8b	0.35383	0.38069	0.26679	0.18341	0.27754	0.29322
2026-10-27/sim_233150_source_quality_cash_fasttext_top12b	0.34491	0.37732	0.27291	0.17031	0.28670	0.29102
2026-10-29/common_crawl_baseline_processed_c56_110	0.33462	0.36239	0.25603	0.20500	0.27693	0.28890
2026-10-27/sim_233150_source_quality_cash_dedup_no_fasttext	0.32496	0.37223	0.25932	0.19102	0.27988	0.28822
2026-10-29/sim_233150_inlink_content_fasttext_top12b	0.31763	0.34796	0.25714	0.19480	0.30892	0.28776
2026-11-02/sim_2m_edu_site_fasttext_top50pct	0.36540	0.33901	0.24008	0.18149	0.31359	0.28754
2026-11-03/sim_2m_c5_mix_source_quality_inlink_fasttext_top50pct	0.34652	0.33578	0.25521	0.19723	0.28569	0.28339
2026-10-29/sim_233150_inlink_content_domain_once_dedup_no_fasttext	0.32694	0.34777	0.25126	0.18659	0.28218	0.28023
2026-11-02/sim_2m_pass_target_fasttext_top50pct	0.34650	0.34655	0.24466	0.17078	0.29105	0.28009
2026-11-02/sim_2m_ftavg_v5_full	0.35642	0.33193	0.24604	0.18405	0.28630	0.27958
2026-11-03/sim_2m_c2_nc_vote_once_both_fasttext_top50pct	0.33655	0.33415	0.21710	0.20978	0.28583	0.27927
2026-10-29/sim_233150_inlink_content_domain_once_fasttext_top12b	0.32522	0.34991	0.24540	0.17442	0.29010	0.27881
2026-11-02/sim_2m_nc_yield_prior_fasttext_top50pct	0.34058	0.33362	0.26026	0.17309	0.29186	0.27859
2026-11-02/sim_2m_pass_target	0.34847	0.33284	0.20598	0.19507	0.29789	0.27842
2026-11-03/sim_2m_c4_nc_domain_once_quality_votes_fasttext_top50pct	0.34556	0.33141	0.18253	0.20412	0.29397	0.27560
2026-10-26/common_crawl_baseline_processed_14_4b (our m2 run; an HF-trained run gave 0.27500, being checked)	0.34272	0.36613	0.26205	0.19208	0.28957	0.29179
2026-11-02/sim_2m_dedup_aware_fasttext_top50pct	0.34169	0.32266	0.24009	0.18682	0.28170	0.27381
2026-11-03/sim_2m_c3_nc_domain_once_domain_prior_fasttext_top50pct	0.32986	0.32584	0.21307	0.20194	0.28470	0.27350
2026-11-02/sim_2m_nc_lang_url_fasttext_top50pct	0.33571	0.32615	0.24121	0.18067	0.28422	0.27328
2026-11-02/sim_2m_ftavg_v5_full_fasttext_top50pct	0.33352	0.32335	0.21942	0.19064	0.28527	0.27175
2026-11-02/sim_2m_head_tail_fasttext_top50pct	0.34451	0.31292	0.23058	0.19411	0.27875	0.27123
2026-11-03/sim_2m_nc_discovery_fasttext_top50pct	0.30835	0.33719	0.21305	0.18118	0.28720	0.26951
2026-11-02/sim_2m_site_bandit_fasttext_top50pct	0.32075	0.32632	0.21698	0.18704	0.28355	0.26927
2026-11-02/sim_2m_nc_base_fasttext_top50pct	0.34099	0.31851	0.20652	0.18666	0.28024	0.26764
2026-11-02/sim_2m_inlink_max_fasttext_top50pct	0.32208	0.32802	0.19559	0.18042	0.28956	0.26686
2026-11-02/sim_2m_learned_url_fasttext_top50pct	0.30812	0.29668	0.19537	0.17877	0.28468	0.25490
2026-11-02/sim_2m_host_explore_fasttext_top50pct	0.31600	0.31798	0.14376	0.17889	0.27042	0.25153

Prod-like setting: same as prod cycles 1-9 (9 cycles, 34.1M pages, 250 per domain, page score ½ fastText + ½ FineWeb-Edu); folders named sim_233150_*

folder	priority (what the simulation changes)	tokens	status
2026-10-29/sim_233150_inlink_full	inlink average of page scores (prod's priority; the control)	11.49B	uploaded
2026-10-29/sim_233150_domain_prior_full	0.5 × registered-domain mean of fetched pages + 0.5 × inlink average	11.36B	uploaded
2026-10-27/sim_233150_host_prior	0.5 × host mean of fetched pages (10-page history) + 0.5 × inlink average	11.29B	uploaded
2026-10-29/sim_233150_inlink_content	inlink average; links to non-content URLs (assets, forms, parked, bot-check) get no vote	12.70B	uploaded
2026-10-29/sim_233150_inlink_content_damp	as inlink_content, same-domain votes × 0.2	12.70B	uploaded
2026-10-29/sim_233150_inlink_content_template_once	as inlink_content, each source URL template votes once per URL	12.47B	uploaded
2026-10-29/sim_233150_inlink_content_domain_once	as inlink_content, each source domain votes once per URL	12.41B	uploaded
2026-10-29/sim_233150_opic_content_only	OPIC cash; non-content URLs get no cash	8.43B	uploaded
2026-10-29/sim_233150_opic_content_domain_once	as opic_content_only, a source domain's pages count once per target domain per cycle	8.51B	uploaded
2026-10-27/sim_233150_source_quality_cash	OPIC cash weighted by the source page's quality score	7.23B	uploaded
2026-10-27/sim_233150_quality_density	OPIC cash split by the targets' predicted quality density (domain/host/section history)	6.97B	uploaded
2026-10-29/sim_233150_opic_content_self_damp	as opic_content_only, at most 0.2 of a page's cash to its own domain	8.35B	uploaded
2026-10-29/sim_233150_opic_content_template_split	as opic_content_only, cash split equally per URL template first	7.84B	uploaded
2026-10-29/sim_233150_opic_content_trust_decay	as opic_content_only, cash enters only at the seeds and × 0.85 per hop (TrustRank-style)	8.46B	uploaded

Simulations aligned with Zichun's run ftavg_2m_250dom_v5 (cycle 1 = 814,021 seeds, then 2,000,000 pages per cycle, 10 cycles, page score = DCLM fastText of English pages)

folder	priority (what the simulation changes)	tokens	status
2026-11-02/sim_2m_ftavg_v5_full	Zichun's v5 itself: fastText inlink average (production's priority; the control)	8.58B	uploaded
2026-11-02/sim_2m_host_explore	20% of each cycle probes hosts not fetched yet (2 URLs each), the rest by host mean fastText (Host-Aware Web Crawling)	6.21B	uploaded
2026-11-02/sim_2m_inlink_max	best fastText among English inlinking pages instead of the average (Document Quality Scoring for Web Crawling)	8.65B	uploaded
2026-11-02/sim_2m_head_tail	half of each cycle from the 10,000 most-linked domains, half from the rest (WebGraphMix)	7.38B	uploaded
2026-11-02/sim_2m_learned_url	online model trained each cycle on fetched pages (URL tokens, host, inlink stats) predicts fastText	10.75B	uploaded
2026-11-02/sim_2m_site_bandit	Thompson sampling over hosts on the share of pages passing the fastText filter	5.80B	uploaded
2026-11-02/sim_2m_pass_target	share of English inlinking pages that pass the fastText filter (0.018112) instead of their mean score	8.01B	uploaded
2026-11-02/sim_2m_dedup_aware	inlink average × (1 − host's rate of duplicate pages among fetched pages)	8.69B	uploaded
2026-11-02/sim_2m_edu_site	0.5 × inlink average + 0.5 × host mean FineWeb-Edu score of fetched pages	6.48B	uploaded
2026-11-02/sim_2m_nc_base	Zichun's v5 + no votes for non-content URLs (assets, forms, parked, bot-check); the new base	-	pending (simulating)
2026-11-02/sim_2m_nc_lang_url	nc_base + no votes for URLs that name another language (/de/, fr.host, ?hl=xx)	-	pending (simulating)
2026-11-02/sim_2m_nc_yield_prior	nc_lang_url, priority × the URL template's / host's share of fetched pages that survive processing	11.72B	uploaded
2026-11-03/sim_2m_nc_discovery	nc_lang_url, priority × (1 + host's rate of discovering new pages that pass fastText / global rate)	10.20B	uploaded

Real crawl (not a simulation): the hero Common Crawl-style OPIC crawl, same processing

folder	what it is	tokens	status
2026-10-27/common_crawl_baseline_processed_28_8b	Common Crawl-style OPIC crawl (crawl 239994 and its earlier jobs), cycles 1-122, rules + dedup + fastText, about 28.8B tokens (1B-1x sees each document once)	26.60B	uploaded
2026-10-26/common_crawl_baseline_processed_14_4b	Common Crawl-style OPIC crawl, cycles 1-55, rules + dedup + fastText, 13.8B tokens (Core 0.29179 on the team sheet)	13.82B	uploaded
2026-10-29/common_crawl_baseline_processed_c56_110	Common Crawl-style OPIC crawl, cycles 56-110 only, rules + dedup + fastText (later cycles; compare with cycles 1-55)	12.36B	uploaded
2026-11-06/common_crawl_baseline_processed_c111_165	Common Crawl-style OPIC crawl, cycles 111-165 only, rules + dedup + fastText	11.81B	uploaded

Combinations and stability runs (added 11-03)

folder	what the simulation does	tokens	status
2026-11-03/sim_2m_c1_opic_content_source_quality	Simulation aligned with Zichun's 2M x 10: OPIC source-quality cash + no cash to non-content URLs; 250/domain, full processing	4.63B	uploaded
2026-11-03/sim_2m_opic_plain_250	Simulation aligned with Zichun's 2M x 10: plain OPIC priority, 250/domain, full processing	3.33B	uploaded
2026-11-03/sim_2m_opic_plain_harmonic	Simulation aligned with Zichun's 2M x 10: plain OPIC priority, the hero's Common Crawl harmonic per-domain limits (8M file) cut at 2M per cycle, short cycles kept; full processing	2.97B	uploaded
2026-11-03/sim_2m_c2_nc_vote_once_both	Simulation aligned with Zichun's 2M x 10: inlink average, non-content rule, one vote per source domain and per source template; 250/domain, full processing	-	pending (simulating)
2026-11-03/sim_2m_c3_nc_domain_once_domain_prior	Simulation aligned with Zichun's 2M x 10: 0.5 domain prior + 0.5 inlink average, non-content rule, domain once; 250/domain, full processing	-	pending (simulating)
2026-11-03/sim_2m_c4_nc_domain_once_quality_votes	Simulation aligned with Zichun's 2M x 10: quality-weighted inlink average, non-content rule, domain once; 250/domain, full processing	-	pending (simulating)
2026-11-03/sim_2m_c5_mix_source_quality_inlink	Simulation aligned with Zichun's 2M x 10: half by source-quality OPIC cash, half by inlink average with vote-once rules, non-content rule in both; 250/domain, full processing	-	simulated; data in the top-50% table below
2026-11-03/sim_2m_c1_opic_content_source_quality_30cycles	Simulation aligned with Zichun's 2M setting, 30 cycles: OPIC source-quality cash + no cash to non-content URLs; 250/domain, full processing	-	pending (simulating)
2026-11-03/sim_2m_c2_nc_vote_once_both_30cycles	Simulation aligned with Zichun's 2M setting, 30 cycles: inlink average, non-content rule, one vote per source domain and per source template; 250/domain, full processing	-	pending (simulating)

Post-dedup, no fastText filter (English → rules → BFF dedup only)

folder	source run	tokens	status
2026-10-29/sim_233150_inlink_content_domain_once_dedup_no_fasttext	sim_233150_inlink_content_domain_once	25.91B	uploaded
2026-10-27/sim_233150_source_quality_cash_dedup_no_fasttext	sim_233150_source_quality_cash	21.35B	uploaded

Top 12B tokens by 原来的 fastText 质量分 after dedup (equal size for every run; prod-like setting)

folder	source run	tokens	status
2026-10-29/sim_233150_domain_prior_full_fasttext_top12b	sim_233150_domain_prior_full	12.00B	uploaded
2026-10-29/sim_233150_inlink_content_fasttext_top12b	sim_233150_inlink_content	12.00B	uploaded
2026-10-29/sim_233150_inlink_content_domain_once_fasttext_top12b	sim_233150_inlink_content_domain_once	12.00B	uploaded
2026-10-29/sim_233150_inlink_content_template_once_fasttext_top12b	sim_233150_inlink_content_template_once	12.00B	uploaded
2026-10-29/sim_233150_inlink_full_fasttext_top12b	sim_233150_inlink_full	12.00B	uploaded
2026-10-29/sim_233150_opic_content_only_fasttext_top12b	sim_233150_opic_content_only	12.00B	uploaded
2026-10-27/sim_233150_quality_density_fasttext_top12b	sim_233150_quality_density	12.00B	uploaded
2026-10-27/sim_233150_source_quality_cash_fasttext_top12b	sim_233150_source_quality_cash	12.00B	uploaded
2026-10-29/sim_233150_opic_content_trust_decay_fasttext_top12b	sim_233150_opic_content_trust_decay	12.00B	uploaded

Top 50% of post-dedup tokens by 原来的 fastText 质量分 (2M setting; replaces the fixed 0.018112 threshold)

folder	source run	tokens	status
2026-11-03/sim_2m_c3_nc_domain_once_domain_prior_fasttext_top50pct	sim_2m_c3_nc_domain_once_domain_prior	7.68B	uploaded
2026-11-02/sim_2m_dedup_aware_fasttext_top50pct	sim_2m_dedup_aware	7.32B	uploaded
2026-11-02/sim_2m_edu_site_fasttext_top50pct	sim_2m_edu_site	6.51B	uploaded
2026-11-02/sim_2m_ftavg_v5_full_fasttext_top50pct	sim_2m_ftavg_v5_full	7.21B	uploaded
2026-11-02/sim_2m_head_tail_fasttext_top50pct	sim_2m_head_tail	6.59B	uploaded
2026-11-02/sim_2m_host_explore_fasttext_top50pct	sim_2m_host_explore	5.65B	uploaded
2026-11-02/sim_2m_nc_yield_prior_fasttext_top50pct	sim_2m_nc_yield_prior	9.87B	uploaded
2026-11-02/sim_2m_pass_target_fasttext_top50pct	sim_2m_pass_target	7.02B	uploaded
2026-11-03/sim_2m_c1_opic_content_source_quality_fasttext_top50pct	sim_2m_c1_opic_content_source_quality	7.22B	uploaded
2026-11-03/sim_2m_c2_nc_vote_once_both_fasttext_top50pct	sim_2m_c2_nc_vote_once_both	7.87B	uploaded
2026-11-03/sim_2m_c4_nc_domain_once_quality_votes_fasttext_top50pct	sim_2m_c4_nc_domain_once_quality_votes	7.87B	uploaded
2026-11-03/sim_2m_c5_mix_source_quality_inlink_fasttext_top50pct	sim_2m_c5_mix_source_quality_inlink	7.22B	uploaded
2026-11-02/sim_2m_inlink_max_fasttext_top50pct	sim_2m_inlink_max	7.37B	uploaded
2026-11-02/sim_2m_learned_url_fasttext_top50pct	sim_2m_learned_url	8.35B	uploaded
2026-11-02/sim_2m_nc_base_fasttext_top50pct	sim_2m_nc_base	8.12B	uploaded
2026-11-03/sim_2m_nc_discovery_fasttext_top50pct	sim_2m_nc_discovery	8.69B	uploaded
2026-11-02/sim_2m_nc_lang_url_fasttext_top50pct	sim_2m_nc_lang_url	8.62B	uploaded
2026-11-02/sim_2m_site_bandit_fasttext_top50pct	sim_2m_site_bandit	5.93B	uploaded
2026-11-04/sim_2m_opic_plain_250_seed_quality	Zichun's setting: plain OPIC, each seed's starting score by its quality (0.2 + 0.8·fastText), otherwise as OPIC + 250	-	pending (simulating)

Page-score grid and reruns (added 11-05)

Zichun's 2M x 10 setting, 250 per domain, processing English -> rules -> BFF -> top 50% of the post-dedup tokens by fastText. Page score: prod's fastText and/or FineWeb-Edu (graph-text CPU score: the kenhktsui FineWeb-Edu fastText model run correctly on the simulation text), see each row.

folder	what the simulation does	tokens	status
2026-11-05/sim_2m_c1_opic_content_source_quality_30cycles_fasttext_top50pct	Simulation aligned with Zichun's 2M setting, 30 cycles: OPIC source-quality cash + no cash to non-content URLs; 250/domain, full processing	19.71B	uploaded
2026-11-05/sim_2m_c1_opic_content_source_quality_edu_fasttext_top50pct	Simulation aligned with Zichun's 2M x 10: OPIC source-quality cash + non-content rule, page score FineWeb-Edu only (graph-text CPU score); 250/domain, top 50% processing	7.38B	uploaded
2026-11-05/sim_2m_c1_opic_content_source_quality_ft50edu50_fasttext_top50pct	Simulation aligned with Zichun's 2M x 10: OPIC source-quality cash + non-content rule, page score 1/2 prod fastText + 1/2 FineWeb-Edu (graph-text CPU score); 250/domain, top 50% processing	7.31B	uploaded
2026-11-05/sim_2m_c1_opic_content_source_quality_ft50edu50_gpuedu_fasttext_top50pct	Simulation aligned with Zichun's 2M x 10: OPIC source-quality cash + non-content rule, page score 1/2 prod fastText + 1/2 FineWeb-Edu (official GPU classifier, comparison); 250/domain, top 50% processing	7.28B	uploaded
2026-11-05/sim_2m_c1_opic_seed_quality_cash_fasttext_top50pct	Simulation aligned with Zichun's 2M x 10: OPIC source-quality cash + non-content rule, seeds' starting cash weighted by their fastText score too; 250/domain, full processing	7.22B	uploaded
2026-11-05/sim_2m_c2_nc_vote_once_both_30cycles_fasttext_top50pct	Simulation aligned with Zichun's 2M setting, 30 cycles: inlink average, non-content rule, one vote per source domain and per source template; 250/domain, full processing	20.72B	uploaded
2026-11-05/sim_2m_c2_nc_vote_once_both_edu_fasttext_top50pct	Simulation aligned with Zichun's 2M x 10: inlink average, non-content rule, one vote per linking site, page score FineWeb-Edu only (graph-text CPU score); 250/domain, top 50% processing	7.08B	uploaded
2026-11-05/sim_2m_c2_nc_vote_once_both_ft50edu50_fasttext_top50pct	Simulation aligned with Zichun's 2M x 10: inlink average, non-content rule, one vote per linking site, page score 1/2 prod fastText + 1/2 FineWeb-Edu (graph-text CPU score); 250/domain, top 50% processing	7.75B	uploaded
2026-11-05/sim_2m_opic_plain_250_seed_quality_fasttext_top50pct	Simulation aligned with Zichun's 2M x 10: plain OPIC priority with the seeds' starting cash weighted by their fastText score, 250/domain	5.51B	uploaded
2026-11-05/sim_2m_v5_edu_fasttext_top50pct	Simulation aligned with Zichun's 2M x 10: v5 inlink average, page score FineWeb-Edu only (graph-text CPU score); 250/domain, top 50% processing	6.32B	uploaded
2026-11-05/sim_2m_v5_ft50edu50_fasttext_top50pct	Simulation aligned with Zichun's 2M x 10: v5 inlink average, page score 1/2 prod fastText + 1/2 FineWeb-Edu (graph-text CPU score); 250/domain, top 50% processing	7.00B	uploaded
2026-11-05/sim_2m_v5_ft50edu50_gpuedu_fasttext_top50pct	Simulation aligned with Zichun's 2M x 10: v5 inlink average, page score 1/2 prod fastText + 1/2 FineWeb-Edu (official GPU classifier, comparison); 250/domain, top 50% processing	6.39B	uploaded
2026-11-04/sim_2m_opic_content_trust_decay_fasttext_top50pct	Simulation aligned with Zichun's 2M x 10: OPIC, cash only from the seeds x0.85 per link + no cash to non-content URLs, page score fastText only; 250/domain, top 50% processing	7.23B	uploaded
2026-11-03/sim_2m_opic_plain_250_fasttext_top50pct	Simulation aligned with Zichun's 2M x 10: plain OPIC priority, 250/domain, full processing	5.51B	uploaded
2026-11-03/sim_2m_opic_plain_harmonic_fasttext_top50pct	Simulation aligned with Zichun's 2M x 10: plain OPIC priority, the hero's Common Crawl harmonic per-domain limits (8M file) cut at 2M per cycle, short cycles kept; top 50% processing	4.57B	uploaded
2026-11-05/sim_2m_c1_siteprior_ft_fasttext_top50pct	Simulation aligned with Zichun's 2M x 10: C1 (OPIC source-quality cash + non-content rule) + site quality prior, page score prod fastText; 250/domain, top 50% processing	7.07B	uploaded
2026-11-05/sim_2m_c1_siteprior_ft50edu50_fasttext_top50pct	Simulation aligned with Zichun's 2M x 10: C1 (OPIC source-quality cash + non-content rule) + site quality prior, page score 1/2 prod fastText + 1/2 FineWeb-Edu (graph-text CPU score); 250/domain, top 50% processing	7.39B	uploaded
2026-11-06/sim_2m_quality_density_fasttext_top50pct	Simulation aligned with Zichun's 2M x 10: quality-density OPIC (cash split by the target site/section's pass rate so far, fastText >= 0.018112), no non-content rule; 250/domain, top 50% processing	5.51B	uploaded
2026-11-06/sim_2m_opic_source_quality_fasttext_top50pct	Simulation aligned with Zichun's 2M x 10: quality-weighted OPIC (a page passes cash x (0.2 + 0.8 its own fastText score)), no non-content rule; 250/domain, top 50% processing	5.61B	uploaded
2026-11-06/sim_2m_opic_source_quality_x_density_fasttext_top50pct	Simulation aligned with Zichun's 2M x 10: quality-weighted OPIC x quality density (outflow by the page's own fastText score, split by the target site/section's pass rate so far), no non-content rule; 250/domain, top 50% processing	5.61B	uploaded
2026-11-06/sim_2m_opic_source_quality_lang_url_fasttext_top50pct	Simulation aligned with Zichun's 2M x 10: quality-weighted OPIC + no cash to URLs naming another language, no non-content rule; 250/domain, top 50% processing	5.77B	uploaded
2026-11-06/sim_2m_opic_source_quality_domain_once_fasttext_top50pct	Simulation aligned with Zichun's 2M x 10: quality-weighted OPIC + each linking site counts once per target site, no non-content rule; 250/domain, top 50% processing	5.67B	uploaded
2026-11-06/sim_2m_head_tail_10pct_fasttext_top50pct	Simulation aligned with Zichun's 2M x 10: 10% of each cycle from the 10,000 most-linked domains, 90% from the rest (inlink average); 250/domain, top 50% processing	7.22B	uploaded
2026-11-06/sim_2m_opic_plain_hybrid_caps_fasttext_top50pct	Simulation aligned with Zichun's 2M x 10: plain OPIC priority, hybrid per-domain caps (harmonic x quality, mean 250); top 50% processing	5.52B	uploaded
2026-11-06/sim_2m_opic_source_quality_hybrid_caps_fasttext_top50pct	Simulation aligned with Zichun's 2M x 10: quality-weighted OPIC, no non-content rule, hybrid per-domain caps (harmonic x quality, mean 250); top 50% processing	5.62B	uploaded
2026-11-06/sim_2m_opic_content_trust_decay_hybrid_caps_fasttext_top50pct	Simulation aligned with Zichun's 2M x 10: OPIC, cash only from the seeds x0.85 per link + no cash to non-content URLs, hybrid per-domain caps (harmonic x quality, mean 250); top 50% processing	7.26B	uploaded
2026-11-06/sim_2m_quality_density_hybrid_caps_fasttext_top50pct	Simulation aligned with Zichun's 2M x 10: quality-density OPIC (fastText >= 0.018112), no non-content rule, hybrid per-domain caps (harmonic x quality, mean 250); top 50% processing	5.53B	uploaded
2026-11-08/sim_2m_c1_lang_url_ft50edu50_harmonic_fasttext_top50pct	Simulation aligned with Zichun's 2M x 10, twin of the real crawl: OPIC source-quality cash (1/2 fastText + 1/2 FineWeb-Edu) + no cash to non-content or other-language URLs, the hero's Common Crawl per-domain limits (8M file) cut at 2M per cycle in random order, short cycles kept; top 50% processing	5.33B	uploaded
2026-11-08/sim_2m_c1_lang_url_ft50edu50_harmonic_score_cut_fasttext_top50pct	Simulation aligned with Zichun's 2M x 10: the real-crawl twin (source-quality cash 1/2 fastText + 1/2 FineWeb-Edu, non-content and language rules, Common Crawl per-domain limits) with the cut to 2M per cycle in global cash order instead of random; top 50% processing	6.12B	uploaded
2026-11-08/sim_2m_c1_opic_content_source_quality_harmonic_fasttext_top50pct	Simulation aligned with Zichun's 2M x 10: OPIC source-quality cash + no cash to non-content URLs, the hero's Common Crawl harmonic per-domain limits (8M file) cut at 2M per cycle, short cycles kept; top 50% processing	5.25B	uploaded
2026-11-08/sim_2m_c1_lang_url_trust_decay_ft50edu50_fasttext_top50pct	Simulation aligned with Zichun's 2M x 10: TrustRank x quality-weighted OPIC (cash only from the seeds, x0.85 per link, each page passes cash x (0.2 + 0.8 q)), non-content and language rules, page score 1/2 prod fastText + 1/2 FineWeb-Edu; 250/domain, top 50% processing	7.57B	uploaded
2026-11-08/sim_2m_c1_lang_url_siteprior_ft50edu50_fasttext_top50pct	Simulation aligned with Zichun's 2M x 10: quality-weighted OPIC cash + non-content and language rules + site quality prior (priority 1/2 F(cash) + 1/2 F(site mean page score)), page score 1/2 prod fastText + 1/2 FineWeb-Edu; 250/domain, top 50% processing	7.62B	uploaded
2026-11-08/sim_2m_c1_lang_url_ft50edu50_harmonic_score_cut_max250_fasttext_top50pct	Simulation aligned with Zichun's 2M x 10: the real-crawl twin with the score cut (source-quality cash 1/2 fastText + 1/2 FineWeb-Edu, non-content and language rules, Common Crawl per-domain limits cut in cash order), each domain's limit min(Common Crawl limit, 250); top 50% processing	6.12B	uploaded
2026-11-08/sim_2m_c1_lang_url_ft50edu50_hybrid_caps_fasttext_top50pct	Simulation aligned with Zichun's 2M x 10: the real-crawl twin's priority (source-quality cash 1/2 fastText + 1/2 FineWeb-Edu, non-content and language rules) with Sai's hybrid per-domain caps instead of Common Crawl's limits, cut in cash order; top 50% processing	7.52B	uploaded
2026-11-09/sim_2m_ccgraph_opic_plain_harmonic_fasttext_top50pct	Simulation on the graph of our Common Crawl-style crawl (simgraph-239994), 898,157 seeds + 2M x 9: plain OPIC priority, Common Crawl harmonic per-domain limits (8M file) cut at 2M per cycle, short cycles kept; top 50% processing	3.28B	uploaded
2026-11-09/sim_2m_ccgraph_opic_plain_250_fasttext_top50pct	Simulation on the graph of our Common Crawl-style crawl (simgraph-239994), 898,157 seeds + 2M x 9: plain OPIC priority, 250/domain; top 50% processing	3.92B	uploaded
2026-11-09/sim_2m_ccgraph_c1_opic_content_source_quality_fasttext_top50pct	Simulation on the graph of our Common Crawl-style crawl (simgraph-239994), 898,157 seeds + 2M x 9: OPIC source-quality cash (page score fastText) + no cash to non-content URLs; 250/domain, top 50% processing	3.99B	uploaded
2026-11-09/sim_2m_ccgraph_opic_content_trust_decay_fasttext_top50pct	Simulation on the graph of our Common Crawl-style crawl (simgraph-239994), 898,157 seeds + 2M x 9: OPIC, cash only from the seeds x0.85 per link + no cash to non-content URLs; 250/domain, top 50% processing	3.96B	uploaded