{
 "verse_id": "12.5",
 "mūla": {
  "devanāgarī": "क्लेशो ऽधिकतरस् तेषाम् अव्यक्तासक्त-चेतसाम् | अव्यक्ता हि गतिर् दुःखं देहवद्भिर् अवाप्यते",
  "iast": "kleśo 'dhikataras teṣām avyaktāsakta-cetasām | avyaktā hi gatir duḥkhaṃ dehavadbhir avāpyate",
  "chapter_position": "Chapter 12 (Bhakti-Yoga (The Yoga of Devotion)), verse 5",
  "speaker": "Krishna",
  "addressed_to": "Arjuna"
 },
 "word_by_word": [
  {
   "surface_form": "kleśaḥ",
   "lemma": "kleśa",
   "grammar": "nominative masculine singular noun",
   "senses_attested_in_panel": [],
   "theme_lists": [],
   "surface_devanagari": "क्लेशः"
  },
  {
   "surface_form": "adhikataraḥ",
   "lemma": "adhikatara",
   "grammar": "nominative masculine singular noun",
   "senses_attested_in_panel": [],
   "theme_lists": [],
   "surface_devanagari": "अधिकतरः"
  },
  {
   "surface_form": "teṣām",
   "lemma": "tad",
   "grammar": "genitive masculine plural noun",
   "senses_attested_in_panel": [
    {
     "sense": "अव्यक्तासक्तचेतसाम्",
     "school": "advaita",
     "weight": 0.8,
     "witnesses": [
      "shankara"
     ]
    },
    {
     "sense": "अव्यक्तासक्तचेतसां क्लेशः तु अधिकतरः, अव्यक्ता हि गतिः अव्यक्तविषया मनोवृत्तिः देहवद्भिः देहात्माभिमानयुक्तैः दुःखेन अव",
     "school": "viśiṣṭādvaita",
     "weight": 0.8,
     "witnesses": [
      "ramanuja"
     ]
    }
   ],
   "theme_lists": [],
   "surface_devanagari": "तेषाम्"
  },
  {
   "surface_form": "avyakta",
   "lemma": "avyakta",
   "grammar": "compound (compound member)",
   "senses_attested_in_panel": [],
   "theme_lists": [],
   "surface_devanagari": "अव्यक्त"
  },
  {
   "surface_form": "āsakta",
   "lemma": "ā-√sañj",
   "grammar": "compound participle (compound member)",
   "senses_attested_in_panel": [],
   "theme_lists": [],
   "surface_devanagari": "आसक्त"
  },
  {
   "surface_form": "cetasām",
   "lemma": "cetas",
   "grammar": "genitive masculine plural noun",
   "senses_attested_in_panel": [],
   "theme_lists": [],
   "surface_devanagari": "चेतसाम्"
  },
  {
   "surface_form": "avyaktā",
   "lemma": "avyakta",
   "grammar": "nominative feminine singular noun",
   "senses_attested_in_panel": [
    {
     "sense": "गतिर्दुःखं ह्यवाप्यते",
     "school": "dvaita",
     "weight": 0.8,
     "witnesses": [
      "madhva",
      "jayatirtha"
     ]
    }
   ],
   "theme_lists": [],
   "surface_devanagari": "अव्यक्ता"
  },
  {
   "surface_form": "hi",
   "lemma": "hi",
   "grammar": "",
   "senses_attested_in_panel": [],
   "theme_lists": [],
   "surface_devanagari": "हि"
  },
  {
   "surface_form": "gatiḥ",
   "lemma": "gati",
   "grammar": "nominative feminine singular noun",
   "senses_attested_in_panel": [],
   "theme_lists": [],
   "surface_devanagari": "गतिः"
  },
  {
   "surface_form": "duḥkham",
   "lemma": "duḥkham",
   "grammar": "",
   "senses_attested_in_panel": [],
   "theme_lists": [],
   "surface_devanagari": "दुःखम्"
  },
  {
   "surface_form": "dehavadbhiḥ",
   "lemma": "dehavat",
   "grammar": "instrumental masculine plural noun",
   "senses_attested_in_panel": [],
   "theme_lists": [],
   "surface_devanagari": "देहवद्भिः"
  },
  {
   "surface_form": "avāpyate",
   "lemma": "√avāp",
   "grammar": "present indicative pass 3rd person singular verb",
   "senses_attested_in_panel": [
    {
     "sense": ", अतः क्लेशः अधिकतरः",
     "school": "advaita",
     "weight": 0.8,
     "witnesses": [
      "shankara"
     ]
    },
    {
     "sense": "देहवन्तो हि देहम्",
     "school": "viśiṣṭādvaita",
     "weight": 0.8,
     "witnesses": [
      "ramanuja"
     ]
    }
   ],
   "theme_lists": [],
   "surface_devanagari": "अवाप्यते"
  }
 ],
 "intertextual_panel": [
  {
   "verse": "12.1",
   "type": "thematic-cluster continuation",
   "score": 0.9094,
   "feature_breakdown": {
    "cosine": 0.8294,
    "theme_graph": 6.0,
    "vocative": 0.0,
    "substring": 0.0,
    "lemma_overlap": 6.0782,
    "stem_prefix": 2.0
   }
  },
  {
   "verse": "2.65",
   "type": "lemma-family resonance",
   "score": 0.8809,
   "feature_breakdown": {
    "cosine": 0.8409,
    "theme_graph": 0.0,
    "vocative": 0.0,
    "substring": 0.0,
    "lemma_overlap": 11.6194,
    "stem_prefix": 4.0
   }
  },
  {
   "verse": "12.3",
   "type": "thematic-cluster continuation",
   "score": 0.8799,
   "feature_breakdown": {
    "cosine": 0.8299,
    "theme_graph": 4.0,
    "vocative": 0.0,
    "substring": 0.0,
    "lemma_overlap": 4.2471,
    "stem_prefix": 1.0
   }
  },
  {
   "verse": "13.8",
   "type": "lemma-family resonance",
   "score": 0.8778,
   "feature_breakdown": {
    "cosine": 0.8378,
    "theme_graph": 0.0,
    "vocative": 0.0,
    "substring": 0.0,
    "lemma_overlap": 8.6205,
    "stem_prefix": 4.0
   }
  },
  {
   "verse": "5.6",
   "type": "lemma-family resonance",
   "score": 0.8737,
   "feature_breakdown": {
    "cosine": 0.8337,
    "theme_graph": 0.0,
    "vocative": 0.0,
    "substring": 0.0,
    "lemma_overlap": 11.8445,
    "stem_prefix": 4.0
   }
  },
  {
   "verse": "12.7",
   "type": "thematic-cluster continuation",
   "score": 0.8736,
   "feature_breakdown": {
    "cosine": 0.8136,
    "theme_graph": 1.0,
    "vocative": 0.0,
    "substring": 0.0,
    "lemma_overlap": 9.9693,
    "stem_prefix": 5.0
   }
  },
  {
   "verse": "6.40",
   "type": "lemma-family resonance",
   "score": 0.8726,
   "feature_breakdown": {
    "cosine": 0.8226,
    "theme_graph": 0.0,
    "vocative": 0.0,
    "substring": 0.0,
    "lemma_overlap": 12.7376,
    "stem_prefix": 5.0
   }
  },
  {
   "verse": "2.56",
   "type": "lemma-family resonance",
   "score": 0.8722,
   "feature_breakdown": {
    "cosine": 0.8322,
    "theme_graph": 0.0,
    "vocative": 0.0,
    "substring": 0.0,
    "lemma_overlap": 8.6205,
    "stem_prefix": 4.0
   }
  }
 ],
 "doctrinal_projections": {
  "advaita": {
   "reading_summary": "(reading summary extraction pending; ENABLE_READING_SUMMARIES=true to generate)",
   "key_cross_references": [],
   "witness_passages": [
    "shankara_12.5",
    "anandgiri_12.5"
   ],
   "score": 0.5,
   "divergence_note": "Shankara affirms the akshara path is valid but costly; bhakti to saguna Brahman is pragmatically easier without being superior in ultimate terms.",
   "english_rendering": "Those whose minds cling to the avyakta (the unmanifest, attributeless Brahman) bear a far greater burden of striving than those who worship the Lord with form. The unmanifest path is genuinely difficult for embodied beings (dehavat), who by nature project selfhood onto the body and cannot easily reverse that current inward toward a formless absolute. Shankara does not dismiss this path but acknowledges its severity: the effort to shed deha-abhimana (body-identification) in order to realize the akshara-atman (imperishable self) is harder than nirguna-upasana's difficulty alone warrants."
  },
  "viśiṣṭādvaita": {
   "reading_summary": "(reading summary extraction pending; ENABLE_READING_SUMMARIES=true to generate)",
   "key_cross_references": [],
   "witness_passages": [
    "ramanuja_12.5",
    "vedantadeshika_12.5"
   ],
   "score": 0.5,
   "english_rendering": "For those whose minds are attached to the avyakta (the unqualified Absolute conceived without Bhagavan's auspicious attributes), the path is one of compounded suffering — because they must first overcome deha-atma-abhimana (the false identification of self with body) and then sustain attention on a goal that offers no relational foothold. Ramanuja's point is structural: Bhagavan is personal, approachable, gracious; the unmanifest offers no such reciprocity. Those seeking the formless must travel the same distance to liberation but without the grace that bhakti-yoga freely extends.",
   "divergence_note": "Unlike Shankara, Ramanuja reads the superiority of saguna worship as ontologically grounded: Bhagavan's grace is a real causal factor missing from the nirguna path."
  },
  "dvaita": {
   "reading_summary": "(reading summary extraction pending; ENABLE_READING_SUMMARIES=true to generate)",
   "key_cross_references": [],
   "witness_passages": [
    "madhva_12.5",
    "jayatirtha_12.5"
   ],
   "score": 0.5,
   "divergence_note": "Madhva goes furthest of all schools: not merely harder but structurally dependent on the same Vishnu-prasada that bhakti already directly invokes — making the avyakta route redundant as well as painful.",
   "english_rendering": "The path through the avyakta (the unmanifest Brahman) to Vishnu is real but excruciating, demanding extreme sense-restraint (sarvendriya-atiniyamana), equanimity toward all beings, impeccable conduct, and direct perception (aparoksha) of the unmanifest — none of which can be accomplished without Vishnu's own prasada (grace). Madhva's Dvaita insistence is sharp: even if one achieves aparoksha of the unmanifest, liberation still depends on Vishnu's grace, not on the realization itself. The bhakta's path to the same Vishnu is therefore both shorter and causally more reliable."
  },
  "śuddhādvaita": {
   "reading_summary": "(reading summary extraction pending; ENABLE_READING_SUMMARIES=true to generate)",
   "key_cross_references": [],
   "witness_passages": [
    "vallabha_12.5"
   ],
   "score": 0.5,
   "english_rendering": "Those who pursue the akshara (the attributeless Absolute) rather than Krishna's own svarupa (essential form, full of rasa and ananda) reach at best a formless union — like salt dissolving in water — a merging without the taste of the divine. Vallabha frames the klesha (suffering) as double: the sadhana (practice) itself is harsh, since holding a featureless Absolute in sustained mental contact is effort-laden; and even the fruit is duhkha (pain) compared with the paramananada (supreme bliss) that Krishna-bhakti yields from its very first step. The Bhagavata (10.14.14) is cited: those who abandon bhakti and strive for kevala-jnana merely exhaust themselves.",
   "divergence_note": "Vallabha is the most experientially demanding: the avyakta path is not merely harder but terminally inferior, because its fruit is formless absorption rather than the tasted rasa of Krishna's svarupa."
  },
  "bhakti": {
   "reading_summary": "(reading summary extraction pending; ENABLE_READING_SUMMARIES=true to generate)",
   "key_cross_references": [],
   "witness_passages": [
    "sridhara_12.5"
   ],
   "score": 0.5,
   "divergence_note": "Sridhara is balanced and philological: he does not deny the avyakta path's validity but locates the differential squarely in embodied cognitive habit, without the strong grace-dependency argument Madhva deploys.",
   "english_rendering": "Both the avyakta-upasaka (worshipper of the unmanifest) and the saguna-bhakta (devotee of the Lord with form) ultimately reach the same goal — yet the upasaka bears a heavier klesha (suffering, exertion). For embodied beings (dehabhimani), turning attention away from all outward forms and holding it steadily on the nirvishesha (undifferentiated Absolute) runs against the natural current of embodied cognition. The body-identified mind is always already oriented outward; requiring it to invert completely without a personal object is duhkha by its very structure."
  },
  "advaita-bhakti": {
   "reading_summary": "(reading summary extraction pending; ENABLE_READING_SUMMARIES=true to generate)",
   "key_cross_references": [],
   "witness_passages": [
    "madhusudan_12.5"
   ],
   "score": 0.5,
   "divergence_note": "Madhusudana's synthesis holds Advaita's non-dualism firm while conceding bhakti's practical superiority: the nirguna and saguna paths share an ultimate identity, but the saguna path, by providing a personal focus for shraddha, eliminates an entire layer of cognitive friction.",
   "english_rendering": "Even those who have mastered the preparatory saguna path — bringing mind back from sense-objects into Brahman, living in nishtama-karma (desireless action), maintaining intense shraddha (faith) — bear considerable effort. But those whose minds are fixed on the nirguna Brahman (avyakta, beyond qualities) bear an even steeper burden: they must renounce all karma, approach a guru, and through repeated Vedanta-vicara (inquiry) dissolve each layer of false superimposition. Both paths reach the same one fruit; yet the one who arrives by the harder road is not thereby superior — the one who reaches the same destination by the easier road is genuinely the better equipped practitioner."
  },
  "vishishtadvaita": {
   "divergence_note": "Unlike Shankara, Ramanuja reads the superiority of saguna worship as ontologically grounded: Bhagavan's grace is a real causal factor missing from the nirguna path.",
   "score": 0.5
  },
  "shuddhadvaita": {
   "divergence_note": "Vallabha is the most experientially demanding: the avyakta path is not merely harder but terminally inferior, because its fruit is formless absorption rather than the tasted rasa of Krishna's svarupa.",
   "score": 0.5
  }
 },
 "prosodic_information": {
  "meter": "anuṣṭubh",
  "meter_shift_from_previous": false,
  "meter_shift_to_next": false,
  "pragmatic_context": {
   "vocative": "",
   "preceding_question": "",
   "following_response": ""
  }
 },
 "theme_list_memberships": [
  {
   "list": "अक्षर",
   "role": "supporting",
   "other_verses_in_list": [
    "8.3",
    "8.11",
    "10.25",
    "10.33",
    "11.18",
    "11.37",
    "12.1",
    "12.3",
    "15.18"
   ]
  },
  {
   "list": "अक्षरम्",
   "role": "supporting",
   "other_verses_in_list": [
    "10.25",
    "12.1",
    "12.3",
    "12.4"
   ]
  },
  {
   "list": "अचिरेण",
   "role": "supporting",
   "other_verses_in_list": [
    "4.39"
   ]
  },
  {
   "list": "अव्यक्त",
   "role": "supporting",
   "other_verses_in_list": [
    "1.1",
    "2.25",
    "2.28",
    "7.24",
    "8.18",
    "8.21",
    "9.4",
    "12.1",
    "12.3",
    "13.5"
   ]
  },
  {
   "list": "अव्यक्तम्",
   "role": "supporting",
   "other_verses_in_list": [
    "12.1",
    "12.3",
    "12.4",
    "13.5"
   ]
  },
  {
   "list": "तेषाम्",
   "role": "supporting",
   "other_verses_in_list": [
    "5.16",
    "10.11",
    "12.1",
    "12.7"
   ]
  },
  {
   "list": "त्वाम्",
   "role": "supporting",
   "other_verses_in_list": [
    "10.13",
    "11.42",
    "11.44",
    "12.1"
   ]
  },
  {
   "list": "ब्रह्मभूत",
   "role": "supporting",
   "other_verses_in_list": [
    "6.32",
    "18.54"
   ]
  }
 ],
 "audit_trail": {
  "substrate_version": "v2.6-frozen",
  "fitted_weights": {
   "a": 1.0,
   "b": 0.01,
   "e_v": 0.005,
   "z": 0.2,
   "h": 0.0,
   "th": 0.01
  },
  "corpus_provenance": {
   "mūla": "Belvalkar critical edition (BORI 1947), via Ambuda multi-witness",
   "panel_witnesses": [
    "bg-mula",
    "bg-shankara",
    "bg-ramanuja",
    "bg-madhva",
    "bg-vedantadeshika",
    "bg-vallabha",
    "bg-jayatirtha",
    "bg-anandgiri",
    "bg-sridhara",
    "bg-madhusudan"
   ]
  },
  "extraction_date": "2026-04-21",
  "score_methodology_documented_at": "Paper 1, Section II.B",
  "word_by_word_parser": "ByT5-Sanskrit-multitask (Nehrdich/Hellwig/Keutzer EMNLP 2024)",
  "post_generation_repairs": [
   {
    "date": "2026-05-03",
    "fix": "verb-lemma-misidentification (broader heuristic: prefix-√root canonical for all verb-tagged tokens)",
    "scope": "word_by_word[].lemma",
    "loci": [
     "āsakta: āsañj -> ā-√sañj",
     "avāpyate: avāp -> √avāp"
    ]
   },
   {
    "kind": "qmark_artifact_repair",
    "applied_at": "2026-05-08T01:56:14.883560Z",
    "applied_by": "summon-web/scripts/repair_qmark_artifacts.py",
    "n_senses_repaired": 2,
    "substitution": "? -> ,",
    "root_cause": "ITRANS '\\,' (literal-comma escape) in sd_bgshankarabhashya.itx corrupted to '?' during upstream HTML pipeline at gitasupersite; propagated through h_c_panel/commentaries/bg_*.jsonl into substrate.",
    "verification_source": "sonos-paper/samvad_db/sources/sd_bgshankarabhashya.itx"
   }
  ]
 },
 "so_what_questions": [
  "If the unmanifest Brahman and the personal God are ultimately the same reality, why does the path of worshipping form produce less suffering — is the difference in the goal or in the worshipper?",
  "Shankara says body-identification must be forcibly relinquished on the avyakta path. In what specific contemplative practices does one dismantle deha-abhimana, and what happens to motivation when the object of practice has no attributes to sustain attention?",
  "Madhva claims that even successful avyakta-aparoksha (direct perception of the unmanifest) still requires Vishnu-prasada for liberation. Does this collapse the distinction between the two paths at the causal level, making the nirguna path a detour rather than an alternative?",
  "Vallabha says Krishna-bhakti yields ananda (bliss) from the very first step, while the jnana path yields it only at the end. What does this imply about the phenomenology of spiritual practice — is suffering a sign of misdirection or of an inherently steeper gradient?",
  "The verse applies to embodied beings (dehavat). Does the klesha (suffering) decrease as deha-abhimana loosens, making the verse a description of the novice's predicament rather than an inherent property of the nirguna path itself?",
  "If most practitioners are body-identified by default, does this verse function as a compassionate redirect — meet people where they are — rather than a metaphysical hierarchy of paths?",
  "Six schools find genuine divergence here on the question of grace, fruit, and cognitive structure. What does this multi-school divergence itself tell us about the verse's bounded polysemy — is the verse designed to hold all these readings simultaneously?"
 ],
 "everyday_applications": {
  "advaita": "When you find meditation on pure awareness (nirguna practice) leaving you exhausted and disoriented, Shankara's counsel is not to abandon the path but to recognize that deha-abhimana (body-habit) must be systematically dissolved — and that a qualified teacher (guru) providing Vedanta-vicara is not optional scaffolding but necessary infrastructure for this particular climb.",
  "vishishtadvaita": "If you are choosing between an abstract spiritual practice (contemplating emptiness or pure awareness) and a relational one (devotion to a personal form of the divine), Ramanuja's observation is practically grounded: the personal form offers reciprocity, grace, and corrective feedback that abstract practice cannot. Start where love is already present and let it refine itself.",
  "dvaita": "Madhva's application is unsparing: no amount of philosophical precision or meditative technique substitutes for Vishnu's direct prasada (grace). This means the practitioner's central task is not accumulating jnana but cultivating the conditions — ethical conduct, sincere worship, humility — under which that grace operates. Effort without proper orientation toward the personal God compounds the klesha.",
  "shuddhadvaita": "Vallabha's application is immediate and sensory: if your spiritual life feels like labor rather than joy, that is diagnostic information. Krishna-bhakti was designed to yield ananda at every stage, not only at liberation. Check whether your practice preserves the taste (rasa) of the personal relationship with Krishna — if it has become abstract or effortful, something has been subtracted that needs to be restored.",
  "bhakti": "Sridhara's application is accessible and non-hierarchical: if you are struggling to hold formless awareness in meditation, this is not a personal failure but a structural feature of embodied cognition. Redirect toward a form, a name, a quality of the divine that your mind can naturally hold — and trust that this redirection is not a concession but the appropriate starting point for a being with a body.",
  "advaita-bhakti": "Madhusudana's application is integrative: the goal is not to abandon Vedantic understanding but to let bhakti serve as the vehicle that makes that understanding available without the grinding effort of nirguna meditation alone. Engage with the personal form of the divine as a doorway through which the formless becomes accessible — the easier road and the harder road arrive at the same place; take the road your shraddha (faith) can actually sustain."
 },
 "primary_meaning": "Those who fix their minds on the formless unmanifest carry a heavier burden, for the unmanifest is hard ground to reach when you live inside a body."
}