Corpus Analysis

Computed views over the mined-teachings corpus: 21,037 classified dicta across 11 sages, extracted by attribution formula from the Mishnah and Talmud Bavli and machine-classified by kind, type, and topic.

The eleven corpora

SageEraDictaHalachaDialogueTop topics
Hillelzugot4139%0%ritual purity (7), dietary law (3), interest law (3)
Rabban Yochanan ben Zakkaitannaim2924.1%0%civil law (4), ritual purity (3), study (3)
Rabbi Akivatannaim133047%0.6%ritual purity (69), civil law (18), dietary law (18)
Rabbi Elazar ben Azariahtannaim16345.4%0%shema audibility (6), circumcision care (5), first tithe (5)
Rabbi Yehudah bar Ilaitannaim376553%0.2%sciatic nerve (13), communal offering (11), goring ox (9)
Ravamoraim268661%0.8%gentile cooking (10), deathbed gift (9), proper intention (9)
Shmuelamoraim213270%2.5%deathbed gift (11), animal restraint (8), menstrual checks (8)
Rabbi Yochananamoraim447046.1%1.6%legal precedent (21), torah study (20), paschal offering (13)
Abayeamoraim209888.3%27.4%ritual impurity (19), shabbat carrying (15), shabbat domains (13)
Ravaamoraim335187.6%9.1%shabbat carrying (27), torah study (26), ritual impurity (25)
Rav Ashiamoraim97290.3%9%ritual impurity (7), shabbat carrying (7), forbidden relations (6)

Era drift: what the eras talk about

Each topic's share of its era's corpus (tannaitic era = zugot + tannaim, 5,328 dicta; amoraim, 15,709 dicta), for the corpus-wide leading topics. The clearest signal: ritual purity dominates tannaitic speech and nearly vanishes from amoraic speech, while meta-legal topics (legal precedent) appear only among the amoraim.

ritual purity 1.5% tannaim (79) 0.2% amoraim (25) ritual impurity 0% tannaim (1) 0.4% amoraim (63) shabbat carrying 0.1% tannaim (3) 0.4% amoraim (61) torah study 0.1% tannaim (4) 0.4% amoraim (57) legal precedent 0% tannaim (0) 0.3% amoraim (50) animal tithe 0.1% tannaim (6) 0.2% amoraim (35) lost property 0.1% tannaim (7) 0.2% amoraim (33) shabbat domains 0% tannaim (1) 0.2% amoraim (39) corpse impurity 0.1% tannaim (6) 0.2% amoraim (32) slave emancipation 0.1% tannaim (3) 0.2% amoraim (34) conditional divorce 0.2% tannaim (8) 0.2% amoraim (25) levirate marriage 0% tannaim (2) 0.2% amoraim (30)

Dispute pairs

Sage pairs most often named together in dispute-classified segments (counted once per segment). Co-occurrence in a dispute, not outcomes.

#PairSegments
1RavShmuel268
2Rabbi YochananReish Lakish197
3AbayeRava180
4Rabbi MeirRabbi Yehudah bar Ilai143
5RavRabbi Yochanan69
6Rabbi AkivaRabbi Yishmael54
7ShmuelRabbi Yochanan47
8Rabbi Eliezer ben HyrcanusRabbi Akiva45
9Rabbi YochananRabbi Elazar ben Pedat36
10RabbahRava24
11Rabbi Yehoshua ben ChananiahRabbi Akiva18
12Rabbi Yehudah bar IlaiRabbi Yochanan16
13Rabbi YochananRav Huna16
14Rabbi YochananRava16
15Rabbi Eliezer ben HyrcanusRabbi Yehudah bar Ilai15
16Rabbi AkivaRabbi Yehudah bar Ilai15
17RavaRav Ashi15
18Rabbi AkivaRabbi Meir14
19RavRava14
20RavRav Asi14

Abaye and Rava, head to head

Counted honestly, this is co-occurrence, not psak: 258 segments carry both Abaye and Rava as attributed speakers. Beyond those, Abaye is the attributed speaker in 19 more segments that merely name Rava, and Rava in 17 that merely name Abaye — nearly even. The asymmetry is in total output: 3351 dicta for Rava against 2098 for Abaye. Which position "won" a given dispute is a question these counts do not answer.

Methods — what these numbers are, and are not

The miner counts dicta expressly attributed by formula (אמר X, X אומר, תני X, משום X, …) in the merged printed text of the Mishnah and Talmud Bavli only — no Tosefta, Yerushalmi, or midrashim, and no stories about a sage. Attribution follows the letter of the printed text (רבא and רבה are never merged). Classification (kind/type/topic/summary) is machine-generated and topic tags are free text, normalized here only for case and whitespace; the classifier's "unclear" tag marks passages too fragmentary to classify and is excluded from every topic ranking (those items are surfaced as fragmentary counts on the sage pages instead). Transmission-chain counts exclude every chain whose attribution carries ואיתימא. Dispute partners and dispute pairs count co-occurrence of recognized names in the same segment — sages missing from the alias table (Shammai, Beit Hillel/Beit Shammai as houses, most tannaim) are invisible to those counts, so all pair numbers are lower bounds. None of these numbers state halachic outcomes.