Update specificity rule matching for annotations

Change-Id: Ifa7ec5eef3583cb196f4aa1ca0cfcd65790de226
diff --git a/mapper/corpus_test.go b/mapper/corpus_test.go
index cc2381b..0b88988 100644
--- a/mapper/corpus_test.go
+++ b/mapper/corpus_test.go
@@ -1106,11 +1106,11 @@
 	// OR matches OR groups. The forward rule's OR B-side does NOT match
 	// individual AND groups in BtoA, so reverse rules handle those.
 	m := newCorpusMapper(t,
-		// Forward: Entertainment → OR-of-ANDs (complex B-side, for AtoB)
+		// Forward: Entertainment -> OR-of-ANDs (complex B-side, for AtoB)
 		"genre=Entertainment <> ((textClass=kultur & textClass=musik) | (textClass=kultur & textClass=film))",
-		// Reverse aggregated: (Entertainment | Culture) → AND (for BtoA with (k&f))
+		// Reverse aggregated: (Entertainment | Culture) -> AND (for BtoA with (k&f))
 		"(genre=Entertainment | genre=Culture) <> (textClass=kultur & textClass=film)",
-		// Reverse individual: Entertainment → AND (for BtoA with (k&m))
+		// Reverse individual: Entertainment -> AND (for BtoA with (k&m))
 		"genre=Entertainment <> (textClass=kultur & textClass=musik)",
 	)
 
diff --git a/mapper/mapper_test.go b/mapper/mapper_test.go
index 13cb7a8..8d3e691 100644
--- a/mapper/mapper_test.go
+++ b/mapper/mapper_test.go
@@ -2,6 +2,7 @@
 
 import (
 	"encoding/json"
+	"os"
 	"testing"
 
 	"github.com/KorAP/Koral-Mapper/ast"
@@ -9,6 +10,7 @@
 	"github.com/KorAP/Koral-Mapper/matcher"
 	"github.com/stretchr/testify/assert"
 	"github.com/stretchr/testify/require"
+	"gopkg.in/yaml.v3"
 )
 
 func TestMapper(t *testing.T) {
@@ -1309,3 +1311,664 @@
 		assert.Contains(t, err.Error(), "identical source and target field")
 	})
 }
+
+func newSTTSUPoSMapper(t *testing.T) *Mapper {
+	t.Helper()
+	data, err := os.ReadFile("../mappings/stts-upos.yaml")
+	require.NoError(t, err, "failed to read stts-upos.yaml from disk")
+
+	var mappingList config.MappingList
+	err = yaml.Unmarshal(data, &mappingList)
+	require.NoError(t, err, "failed to parse stts-upos.yaml")
+
+	m, err := NewMapper([]config.MappingList{mappingList})
+	require.NoError(t, err)
+	return m
+}
+
+func TestFallbackRules(t *testing.T) {
+	m := newSTTSUPoSMapper(t)
+
+	t.Run("Bare ADJ (BtoA) maps to ADJA|ADJD disjunction", func(t *testing.T) {
+		input := `{
+			"@type": "koral:token",
+			"wrap": {
+				"@type": "koral:term",
+				"foundry": "upos",
+				"key": "ADJ",
+				"layer": "p",
+				"match": "match:eq"
+			}
+		}`
+		var inputData any
+		err := json.Unmarshal([]byte(input), &inputData)
+		require.NoError(t, err)
+
+		result, err := m.ApplyQueryMappings("stts-upos", MappingOptions{Direction: BtoA}, inputData)
+		require.NoError(t, err)
+
+		resultMap := result.(map[string]any)
+		wrap := resultMap["wrap"].(map[string]any)
+		assert.Equal(t, "koral:termGroup", wrap["@type"])
+		assert.Equal(t, "relation:or", wrap["relation"])
+		operands := wrap["operands"].([]any)
+		assert.Len(t, operands, 2)
+		keys := []string{
+			operands[0].(map[string]any)["key"].(string),
+			operands[1].(map[string]any)["key"].(string),
+		}
+		assert.Contains(t, keys, "ADJA")
+		assert.Contains(t, keys, "ADJD")
+	})
+
+	t.Run("ADJ & Variant=Short (BtoA) maps to ADJD only", func(t *testing.T) {
+		input := `{
+			"@type": "koral:token",
+			"wrap": {
+				"@type": "koral:termGroup",
+				"operands": [
+					{
+						"@type": "koral:term",
+						"foundry": "upos",
+						"key": "ADJ",
+						"layer": "p",
+						"match": "match:eq"
+					},
+					{
+						"@type": "koral:term",
+						"foundry": "upos",
+						"key": "Short",
+						"layer": "Variant",
+						"match": "match:eq"
+					}
+				],
+				"relation": "relation:and"
+			}
+		}`
+		var inputData any
+		err := json.Unmarshal([]byte(input), &inputData)
+		require.NoError(t, err)
+
+		result, err := m.ApplyQueryMappings("stts-upos", MappingOptions{Direction: BtoA}, inputData)
+		require.NoError(t, err)
+
+		resultMap := result.(map[string]any)
+		wrap := resultMap["wrap"].(map[string]any)
+		assert.Equal(t, "koral:term", wrap["@type"])
+		assert.Equal(t, "ADJD", wrap["key"])
+	})
+
+	t.Run("Bare DET (BtoA) maps to DET subtypes disjunction", func(t *testing.T) {
+		input := `{
+			"@type": "koral:token",
+			"wrap": {
+				"@type": "koral:term",
+				"foundry": "upos",
+				"key": "DET",
+				"layer": "p",
+				"match": "match:eq"
+			}
+		}`
+		var inputData any
+		err := json.Unmarshal([]byte(input), &inputData)
+		require.NoError(t, err)
+
+		result, err := m.ApplyQueryMappings("stts-upos", MappingOptions{Direction: BtoA}, inputData)
+		require.NoError(t, err)
+
+		resultMap := result.(map[string]any)
+		wrap := resultMap["wrap"].(map[string]any)
+		assert.Equal(t, "koral:termGroup", wrap["@type"])
+		assert.Equal(t, "relation:or", wrap["relation"])
+		operands := wrap["operands"].([]any)
+		assert.Len(t, operands, 7)
+		var keys []string
+		for _, op := range operands {
+			keys = append(keys, op.(map[string]any)["key"].(string))
+		}
+		assert.Contains(t, keys, "ART")
+		assert.Contains(t, keys, "PDAT")
+		assert.Contains(t, keys, "PWAT")
+	})
+
+	t.Run("DET & PronType=Art (BtoA) maps to ART only", func(t *testing.T) {
+		input := `{
+			"@type": "koral:token",
+			"wrap": {
+				"@type": "koral:termGroup",
+				"operands": [
+					{
+						"@type": "koral:term",
+						"foundry": "upos",
+						"key": "DET",
+						"layer": "p",
+						"match": "match:eq"
+					},
+					{
+						"@type": "koral:term",
+						"foundry": "upos",
+						"key": "Art",
+						"layer": "PronType",
+						"match": "match:eq"
+					}
+				],
+				"relation": "relation:and"
+			}
+		}`
+		var inputData any
+		err := json.Unmarshal([]byte(input), &inputData)
+		require.NoError(t, err)
+
+		result, err := m.ApplyQueryMappings("stts-upos", MappingOptions{Direction: BtoA}, inputData)
+		require.NoError(t, err)
+
+		resultMap := result.(map[string]any)
+		wrap := resultMap["wrap"].(map[string]any)
+		assert.Equal(t, "koral:term", wrap["@type"])
+		assert.Equal(t, "ART", wrap["key"])
+	})
+
+	t.Run("Bare SCONJ (BtoA) maps to KOUI|KOUS disjunction", func(t *testing.T) {
+		input := `{
+			"@type": "koral:token",
+			"wrap": {
+				"@type": "koral:term",
+				"foundry": "upos",
+				"key": "SCONJ",
+				"layer": "p",
+				"match": "match:eq"
+			}
+		}`
+		var inputData any
+		err := json.Unmarshal([]byte(input), &inputData)
+		require.NoError(t, err)
+
+		result, err := m.ApplyQueryMappings("stts-upos", MappingOptions{Direction: BtoA}, inputData)
+		require.NoError(t, err)
+
+		resultMap := result.(map[string]any)
+		wrap := resultMap["wrap"].(map[string]any)
+		assert.Equal(t, "koral:termGroup", wrap["@type"])
+		assert.Equal(t, "relation:or", wrap["relation"])
+		operands := wrap["operands"].([]any)
+		assert.Len(t, operands, 2)
+	})
+
+	t.Run("Bare VERB (BtoA) maps to STTS verb subtypes disjunction", func(t *testing.T) {
+		input := `{
+			"@type": "koral:token",
+			"wrap": {
+				"@type": "koral:term",
+				"foundry": "upos",
+				"key": "VERB",
+				"layer": "p",
+				"match": "match:eq"
+			}
+		}`
+		var inputData any
+		err := json.Unmarshal([]byte(input), &inputData)
+		require.NoError(t, err)
+
+		result, err := m.ApplyQueryMappings("stts-upos", MappingOptions{Direction: BtoA}, inputData)
+		require.NoError(t, err)
+
+		resultMap := result.(map[string]any)
+		wrap := resultMap["wrap"].(map[string]any)
+		assert.Equal(t, "koral:termGroup", wrap["@type"])
+		assert.Equal(t, "relation:or", wrap["relation"])
+		operands := wrap["operands"].([]any)
+		assert.Len(t, operands, 8)
+	})
+
+	t.Run("Bare AUX (BtoA) maps to AUX subtypes disjunction", func(t *testing.T) {
+		input := `{
+			"@type": "koral:token",
+			"wrap": {
+				"@type": "koral:term",
+				"foundry": "upos",
+				"key": "AUX",
+				"layer": "p",
+				"match": "match:eq"
+			}
+		}`
+		var inputData any
+		err := json.Unmarshal([]byte(input), &inputData)
+		require.NoError(t, err)
+
+		result, err := m.ApplyQueryMappings("stts-upos", MappingOptions{Direction: BtoA}, inputData)
+		require.NoError(t, err)
+
+		resultMap := result.(map[string]any)
+		wrap := resultMap["wrap"].(map[string]any)
+		assert.Equal(t, "koral:termGroup", wrap["@type"])
+		assert.Equal(t, "relation:or", wrap["relation"])
+		operands := wrap["operands"].([]any)
+		assert.Len(t, operands, 4)
+	})
+
+	t.Run("Forward direction AtoB: ADJA maps to ADJ", func(t *testing.T) {
+		input := `{
+			"@type": "koral:token",
+			"wrap": {
+				"@type": "koral:term",
+				"foundry": "opennlp",
+				"key": "ADJA",
+				"layer": "p",
+				"match": "match:eq"
+			}
+		}`
+		var inputData any
+		err := json.Unmarshal([]byte(input), &inputData)
+		require.NoError(t, err)
+
+		result, err := m.ApplyQueryMappings("stts-upos", MappingOptions{Direction: AtoB}, inputData)
+		require.NoError(t, err)
+
+		resultMap := result.(map[string]any)
+		wrap := resultMap["wrap"].(map[string]any)
+		assert.Equal(t, "koral:term", wrap["@type"])
+		assert.Equal(t, "ADJ", wrap["key"])
+	})
+
+	t.Run("Forward direction AtoB: ART maps to DET & PronType=Art", func(t *testing.T) {
+		input := `{
+			"@type": "koral:token",
+			"wrap": {
+				"@type": "koral:term",
+				"foundry": "opennlp",
+				"key": "ART",
+				"layer": "p",
+				"match": "match:eq"
+			}
+		}`
+		var inputData any
+		err := json.Unmarshal([]byte(input), &inputData)
+		require.NoError(t, err)
+
+		result, err := m.ApplyQueryMappings("stts-upos", MappingOptions{Direction: AtoB}, inputData)
+		require.NoError(t, err)
+
+		resultMap := result.(map[string]any)
+		wrap := resultMap["wrap"].(map[string]any)
+		assert.Equal(t, "koral:termGroup", wrap["@type"])
+		assert.Equal(t, "relation:and", wrap["relation"])
+	})
+}
+
+func TestOriginalProblemMultiTokenQuery(t *testing.T) {
+	m := newSTTSUPoSMapper(t)
+
+	t.Run("Multi-token [DET][ADJ][NOUN] BtoA produces correct disjunctions", func(t *testing.T) {
+		// This reproduces the exact problem from the issue:
+		// [upos/p=DET][upos/p=ADJ][upos/p=NOUN] mapped B->A
+		input := `{
+			"@type": "koral:group",
+			"operation": "operation:sequence",
+			"operands": [
+				{
+					"@type": "koral:token",
+					"wrap": {
+						"@type": "koral:term",
+						"foundry": "upos",
+						"key": "DET",
+						"layer": "p",
+						"match": "match:eq"
+					}
+				},
+				{
+					"@type": "koral:token",
+					"wrap": {
+						"@type": "koral:term",
+						"foundry": "upos",
+						"key": "ADJ",
+						"layer": "p",
+						"match": "match:eq"
+					}
+				},
+				{
+					"@type": "koral:token",
+					"wrap": {
+						"@type": "koral:term",
+						"foundry": "upos",
+						"key": "NOUN",
+						"layer": "p",
+						"match": "match:eq"
+					}
+				}
+			]
+		}`
+
+		var inputData any
+		err := json.Unmarshal([]byte(input), &inputData)
+		require.NoError(t, err)
+
+		result, err := m.ApplyQueryMappings("stts-upos", MappingOptions{Direction: BtoA}, inputData)
+		require.NoError(t, err)
+
+		resultMap := result.(map[string]any)
+		operands := resultMap["operands"].([]any)
+		require.Len(t, operands, 3)
+
+		// Token 1: DET -> ART | PDAT | PIAT | PIDAT | PPOSAT | PRELAT | PWAT
+		token1 := operands[0].(map[string]any)
+		wrap1 := token1["wrap"].(map[string]any)
+		assert.Equal(t, "koral:termGroup", wrap1["@type"], "DET should be mapped to OR group")
+		assert.Equal(t, "relation:or", wrap1["relation"])
+		ops1 := wrap1["operands"].([]any)
+		assert.Len(t, ops1, 7, "DET fallback should have 7 alternatives")
+
+		// Token 2: ADJ -> ADJA | ADJD
+		token2 := operands[1].(map[string]any)
+		wrap2 := token2["wrap"].(map[string]any)
+		assert.Equal(t, "koral:termGroup", wrap2["@type"], "ADJ should be mapped to OR group")
+		assert.Equal(t, "relation:or", wrap2["relation"])
+		ops2 := wrap2["operands"].([]any)
+		assert.Len(t, ops2, 2, "ADJ fallback should have 2 alternatives")
+
+		adjKeys := []string{
+			ops2[0].(map[string]any)["key"].(string),
+			ops2[1].(map[string]any)["key"].(string),
+		}
+		assert.Contains(t, adjKeys, "ADJA")
+		assert.Contains(t, adjKeys, "ADJD")
+
+		// Token 3: NOUN -> NN (specific rule, not fallback, because
+		// [NN] <> [NOUN] has specificity 1 and [NN | NE] <> [NOUN | PROPN]
+		// has pattern specificity 0 on B-side (OR group))
+		token3 := operands[2].(map[string]any)
+		wrap3 := token3["wrap"].(map[string]any)
+		assert.Equal(t, "koral:term", wrap3["@type"], "NOUN should map to single NN term")
+		assert.Equal(t, "NN", wrap3["key"])
+	})
+
+	t.Run("Specific input [ADJ & Variant=Short] maps to ADJD only", func(t *testing.T) {
+		input := `{
+			"@type": "koral:token",
+			"wrap": {
+				"@type": "koral:termGroup",
+				"operands": [
+					{
+						"@type": "koral:term",
+						"foundry": "upos",
+						"key": "ADJ",
+						"layer": "p",
+						"match": "match:eq"
+					},
+					{
+						"@type": "koral:term",
+						"foundry": "upos",
+						"key": "Short",
+						"layer": "Variant",
+						"match": "match:eq"
+					}
+				],
+				"relation": "relation:and"
+			}
+		}`
+
+		var inputData any
+		err := json.Unmarshal([]byte(input), &inputData)
+		require.NoError(t, err)
+
+		result, err := m.ApplyQueryMappings("stts-upos", MappingOptions{Direction: BtoA}, inputData)
+		require.NoError(t, err)
+
+		resultMap := result.(map[string]any)
+		wrap := resultMap["wrap"].(map[string]any)
+		assert.Equal(t, "koral:term", wrap["@type"])
+		assert.Equal(t, "ADJD", wrap["key"])
+	})
+
+	t.Run("Specific input [DET & PronType=Art] maps to ART only", func(t *testing.T) {
+		input := `{
+			"@type": "koral:token",
+			"wrap": {
+				"@type": "koral:termGroup",
+				"operands": [
+					{
+						"@type": "koral:term",
+						"foundry": "upos",
+						"key": "DET",
+						"layer": "p",
+						"match": "match:eq"
+					},
+					{
+						"@type": "koral:term",
+						"foundry": "upos",
+						"key": "Art",
+						"layer": "PronType",
+						"match": "match:eq"
+					}
+				],
+				"relation": "relation:and"
+			}
+		}`
+
+		var inputData any
+		err := json.Unmarshal([]byte(input), &inputData)
+		require.NoError(t, err)
+
+		result, err := m.ApplyQueryMappings("stts-upos", MappingOptions{Direction: BtoA}, inputData)
+		require.NoError(t, err)
+
+		resultMap := result.(map[string]any)
+		wrap := resultMap["wrap"].(map[string]any)
+		assert.Equal(t, "koral:term", wrap["@type"])
+		assert.Equal(t, "ART", wrap["key"])
+	})
+}
+
+func TestSpecificityBasedRuleSelection(t *testing.T) {
+	t.Run("More specific rule wins over less specific", func(t *testing.T) {
+		mappingList := config.MappingList{
+			ID:       "spec-test",
+			FoundryA: "opennlp",
+			LayerA:   "p",
+			FoundryB: "upos",
+			LayerB:   "p",
+			Mappings: []config.MappingRule{
+				"[ADJA] <> [ADJ]",
+				"[ADJD] <> [ADJ & Variant=Short]",
+			},
+		}
+
+		m, err := NewMapper([]config.MappingList{mappingList})
+		require.NoError(t, err)
+
+		// Input: ADJ & Variant=Short — matches the internal representation
+		// where "Variant=Short" is parsed as layer="Variant", key="Short"
+		input := `{
+			"@type": "koral:token",
+			"wrap": {
+				"@type": "koral:termGroup",
+				"operands": [
+					{
+						"@type": "koral:term",
+						"foundry": "upos",
+						"key": "ADJ",
+						"layer": "p",
+						"match": "match:eq"
+					},
+					{
+						"@type": "koral:term",
+						"foundry": "upos",
+						"key": "Short",
+						"layer": "Variant",
+						"match": "match:eq"
+					}
+				],
+				"relation": "relation:and"
+			}
+		}`
+
+		var inputData any
+		err = json.Unmarshal([]byte(input), &inputData)
+		require.NoError(t, err)
+
+		result, err := m.ApplyQueryMappings("spec-test", MappingOptions{Direction: BtoA}, inputData)
+		require.NoError(t, err)
+
+		resultMap := result.(map[string]any)
+		wrap := resultMap["wrap"].(map[string]any)
+		assert.Equal(t, "koral:term", wrap["@type"])
+		assert.Equal(t, "ADJD", wrap["key"])
+	})
+
+	t.Run("Same specificity - first rule in file order wins", func(t *testing.T) {
+		mappingList := config.MappingList{
+			ID:       "tie-test",
+			FoundryA: "opennlp",
+			LayerA:   "p",
+			FoundryB: "upos",
+			LayerB:   "p",
+			Mappings: []config.MappingRule{
+				"[KOUI] <> [SCONJ]",
+				"[KOUS] <> [SCONJ]",
+			},
+		}
+
+		m, err := NewMapper([]config.MappingList{mappingList})
+		require.NoError(t, err)
+
+		input := `{
+			"@type": "koral:token",
+			"wrap": {
+				"@type": "koral:term",
+				"foundry": "upos",
+				"key": "SCONJ",
+				"layer": "p",
+				"match": "match:eq"
+			}
+		}`
+
+		var inputData any
+		err = json.Unmarshal([]byte(input), &inputData)
+		require.NoError(t, err)
+
+		result, err := m.ApplyQueryMappings("tie-test", MappingOptions{Direction: BtoA}, inputData)
+		require.NoError(t, err)
+
+		resultMap := result.(map[string]any)
+		wrap := resultMap["wrap"].(map[string]any)
+		assert.Equal(t, "KOUI", wrap["key"])
+	})
+
+	t.Run("Single matching rule - identical to first-match-wins", func(t *testing.T) {
+		mappingList := config.MappingList{
+			ID:       "single-test",
+			FoundryA: "opennlp",
+			LayerA:   "p",
+			FoundryB: "upos",
+			LayerB:   "p",
+			Mappings: []config.MappingRule{
+				"[NN] <> [NOUN]",
+			},
+		}
+
+		m, err := NewMapper([]config.MappingList{mappingList})
+		require.NoError(t, err)
+
+		input := `{
+			"@type": "koral:token",
+			"wrap": {
+				"@type": "koral:term",
+				"foundry": "upos",
+				"key": "NOUN",
+				"layer": "p",
+				"match": "match:eq"
+			}
+		}`
+
+		var inputData any
+		err = json.Unmarshal([]byte(input), &inputData)
+		require.NoError(t, err)
+
+		result, err := m.ApplyQueryMappings("single-test", MappingOptions{Direction: BtoA}, inputData)
+		require.NoError(t, err)
+
+		resultMap := result.(map[string]any)
+		wrap := resultMap["wrap"].(map[string]any)
+		assert.Equal(t, "NN", wrap["key"])
+	})
+
+	t.Run("No matching rule - node passes through unchanged", func(t *testing.T) {
+		mappingList := config.MappingList{
+			ID:       "nomatch-test",
+			FoundryA: "opennlp",
+			LayerA:   "p",
+			FoundryB: "upos",
+			LayerB:   "p",
+			Mappings: []config.MappingRule{
+				"[NN] <> [NOUN]",
+			},
+		}
+
+		m, err := NewMapper([]config.MappingList{mappingList})
+		require.NoError(t, err)
+
+		input := `{
+			"@type": "koral:token",
+			"wrap": {
+				"@type": "koral:term",
+				"foundry": "upos",
+				"key": "VERB",
+				"layer": "p",
+				"match": "match:eq"
+			}
+		}`
+
+		var inputData any
+		err = json.Unmarshal([]byte(input), &inputData)
+		require.NoError(t, err)
+
+		result, err := m.ApplyQueryMappings("nomatch-test", MappingOptions{Direction: BtoA}, inputData)
+		require.NoError(t, err)
+
+		resultMap := result.(map[string]any)
+		wrap := resultMap["wrap"].(map[string]any)
+		assert.Equal(t, "VERB", wrap["key"])
+	})
+
+	t.Run("Fallback OR-disjunction rule loses to specific rule", func(t *testing.T) {
+		mappingList := config.MappingList{
+			ID:       "fallback-test",
+			FoundryA: "opennlp",
+			LayerA:   "p",
+			FoundryB: "upos",
+			LayerB:   "p",
+			Mappings: []config.MappingRule{
+				"[ADJA] <> [ADJ]",
+				"[ADJA | ADJD] <> [ADJ]",
+			},
+		}
+
+		m, err := NewMapper([]config.MappingList{mappingList})
+		require.NoError(t, err)
+
+		input := `{
+			"@type": "koral:token",
+			"wrap": {
+				"@type": "koral:term",
+				"foundry": "upos",
+				"key": "ADJ",
+				"layer": "p",
+				"match": "match:eq"
+			}
+		}`
+
+		var inputData any
+		err = json.Unmarshal([]byte(input), &inputData)
+		require.NoError(t, err)
+
+		result, err := m.ApplyQueryMappings("fallback-test", MappingOptions{Direction: BtoA}, inputData)
+		require.NoError(t, err)
+
+		// Both rules match with pattern specificity 1 on B-side.
+		// Rule 1 replacement specificity = 1 (Term), Rule 2 replacement specificity = 0 (OR group).
+		// Lower replacement specificity wins (broader/fallback output) => rule 2 wins.
+		resultMap := result.(map[string]any)
+		wrap := resultMap["wrap"].(map[string]any)
+		assert.Equal(t, "koral:termGroup", wrap["@type"])
+		assert.Equal(t, "relation:or", wrap["relation"])
+	})
+}
diff --git a/mapper/query.go b/mapper/query.go
index 95b651c..ec52da3 100644
--- a/mapper/query.go
+++ b/mapper/query.go
@@ -96,7 +96,8 @@
 	}
 	patternCache := make(map[patternCacheKey]ast.Node)
 
-	for i, rule := range rules {
+	// getProcessedPattern returns a cached, override-applied clone of a rule's pattern.
+	getProcessedPattern := func(i int, rule *parser.MappingResult) (ast.Node, ast.Node, ast.Node, error) {
 		var pattern, replacement ast.Node
 		if opts.Direction {
 			pattern = rule.Upper
@@ -105,7 +106,6 @@
 			pattern = rule.Lower
 			replacement = rule.Upper
 		}
-
 		if token, ok := pattern.(*ast.Token); ok {
 			pattern = token.Wrap
 		}
@@ -122,17 +122,40 @@
 			}
 			patternCache[patternKey] = processedPattern
 		}
+		return processedPattern, replacement, pattern, nil
+	}
 
-		// Probe for a match before cloning the replacement (lazy evaluation)
-		tempMatcher, err := matcher.NewMatcher(ast.Pattern{Root: processedPattern}, ast.Replacement{Root: &ast.Term{}})
-		if err != nil {
-			return nil, fmt.Errorf("failed to create temporary matcher: %w", err)
+	// applyBestRule applies the best-matching rule (by specificity) to a single node.
+	applyBestRule := func(target ast.Node) (ast.Node, error) {
+		var candidates []matchCandidate
+		for i, rule := range rules {
+			processedPattern, replacement, _, err := getProcessedPattern(i, rule)
+			if err != nil {
+				return nil, err
+			}
+			tempMatcher, err := matcher.NewMatcher(ast.Pattern{Root: processedPattern}, ast.Replacement{Root: &ast.Term{}})
+			if err != nil {
+				return nil, fmt.Errorf("failed to create temporary matcher: %w", err)
+			}
+			if !tempMatcher.Match(target) {
+				continue
+			}
+			candidates = append(candidates, matchCandidate{
+				ruleIndex:              i,
+				patternSpecificity:     ast.Specificity(processedPattern),
+				replacementSpecificity: ast.Specificity(replacement),
+			})
 		}
-		if !tempMatcher.Match(node) {
-			continue
+		if len(candidates) == 0 {
+			return target, nil
 		}
 
-		replacementKey := patternCacheKey{ruleIndex: i, foundry: replacementFoundry, layer: replacementLayer, isReplacement: true}
+		best := selectBestCandidate(candidates)
+
+		rule := rules[best.ruleIndex]
+		processedPattern, replacement, _, _ := getProcessedPattern(best.ruleIndex, rule)
+
+		replacementKey := patternCacheKey{ruleIndex: best.ruleIndex, foundry: replacementFoundry, layer: replacementLayer, isReplacement: true}
 		processedReplacement, exists := patternCache[replacementKey]
 		if !exists {
 			processedReplacement = replacement.Clone()
@@ -144,7 +167,7 @@
 
 		var beforeNode ast.Node
 		if opts.AddRewrites {
-			beforeNode = node.Clone()
+			beforeNode = target.Clone()
 		}
 
 		// Collect pre-existing rewrites before replacement so they
@@ -155,15 +178,41 @@
 		if err != nil {
 			return nil, fmt.Errorf("failed to create matcher: %w", err)
 		}
-		node = actualMatcher.Replace(node)
+		result := actualMatcher.Replace(target)
 
-		// Carry forward pre-existing rewrites from earlier cascade steps.
 		if len(existingRewrites) > 0 {
-			prependRewrites(node, existingRewrites)
+			prependRewrites(result, existingRewrites)
 		}
 
 		if opts.AddRewrites {
-			recordRewrites(node, beforeNode)
+			recordRewrites(result, beforeNode)
+		}
+		return result, nil
+	}
+
+	// For CatchallNodes (any complex KoralQuery operation like sequence,
+	// disjunction, or position), apply best-rule selection per operand
+	// so each token gets its own best-matching rule.
+	if catchall, ok := node.(*ast.CatchallNode); ok && len(catchall.Operands) > 0 {
+		newOperands := make([]ast.Node, len(catchall.Operands))
+		for i, op := range catchall.Operands {
+			replaced, err := applyBestRule(op)
+			if err != nil {
+				return nil, err
+			}
+			newOperands[i] = replaced
+		}
+		node = &ast.CatchallNode{
+			NodeType:   catchall.NodeType,
+			RawContent: catchall.RawContent,
+			Wrap:       catchall.Wrap,
+			Operands:   newOperands,
+		}
+	} else {
+		var err error
+		node, err = applyBestRule(node)
+		if err != nil {
+			return nil, err
 		}
 	}
 
@@ -229,6 +278,31 @@
 	return resultData, nil
 }
 
+// selectBestCandidate picks the best match from candidates using:
+//  1. Highest pattern specificity (most features matched)
+//  2. Lowest replacement specificity (broadest/fallback output)
+//  3. First in file order (lowest ruleIndex)
+func selectBestCandidate(candidates []matchCandidate) matchCandidate {
+	best := candidates[0]
+	for _, c := range candidates[1:] {
+		if c.patternSpecificity > best.patternSpecificity {
+			best = c
+		} else if c.patternSpecificity == best.patternSpecificity {
+			if c.replacementSpecificity < best.replacementSpecificity {
+				best = c
+			}
+		}
+	}
+	return best
+}
+
+// matchCandidate holds a rule index and its specificity scores for selection.
+type matchCandidate struct {
+	ruleIndex              int
+	patternSpecificity     int
+	replacementSpecificity int
+}
+
 // recordRewrites compares the new node against the before-snapshot and
 // attaches rewrite entries to any changed nodes. It handles both simple
 // nodes (Term, TermGroup) and container nodes (CatchallNode with operands).
@@ -237,8 +311,9 @@
 		return
 	}
 
-	// For CatchallNodes with operands (e.g. token sequences), attach
-	// per-operand rewrites so each changed token gets its own annotation.
+	// For CatchallNodes with operands (e.g. any complex KoralQuery
+	// operation), attach per-operand rewrites so each changed token
+	// gets its own annotation.
 	if newCatchall, ok := newNode.(*ast.CatchallNode); ok {
 		if oldCatchall, ok := beforeNode.(*ast.CatchallNode); ok && len(newCatchall.Operands) > 0 {
 			for i, newOp := range newCatchall.Operands {
diff --git a/mapper/response_test.go b/mapper/response_test.go
index 8452730..30aee07 100644
--- a/mapper/response_test.go
+++ b/mapper/response_test.go
@@ -1091,3 +1091,77 @@
 		assert.NotContains(t, snippet, `title="opennlp/p:DT" class="notinindex"`)
 	})
 }
+
+func TestResponseMappingWithFallbackRules(t *testing.T) {
+	t.Run("Fallback OR-group replacement is discarded by RestrictToObligatory", func(t *testing.T) {
+		responseSnippet := `{
+			"snippet": "<span title=\"upos/p:ADJ\">schön</span>"
+		}`
+
+		mappingList := config.MappingList{
+			ID:       "test-fallback-resp",
+			FoundryA: "opennlp",
+			LayerA:   "p",
+			FoundryB: "upos",
+			LayerB:   "p",
+			Mappings: []config.MappingRule{
+				"[ADJA] <> [ADJ]",
+				"[ADJD] <> [ADJ & Variant=Short]",
+				"[ADJA | ADJD] <> [ADJ]",
+			},
+		}
+
+		m, err := NewMapper([]config.MappingList{mappingList})
+		require.NoError(t, err)
+
+		var inputData any
+		err = json.Unmarshal([]byte(responseSnippet), &inputData)
+		require.NoError(t, err)
+
+		result, err := m.ApplyResponseMappings("test-fallback-resp", MappingOptions{Direction: BtoA}, inputData)
+		require.NoError(t, err)
+
+		resultMap := result.(map[string]any)
+		snippet := resultMap["snippet"].(string)
+
+		// The specific rule [ADJA] <> [ADJ] should add opennlp/p:ADJA annotation
+		assert.Contains(t, snippet, `title="opennlp/p:ADJA" class="notinindex"`)
+		// The fallback rule [ADJA | ADJD] <> [ADJ] should NOT add an annotation
+		// because RestrictToObligatory discards OR groups
+		assert.NotContains(t, snippet, `title="opennlp/p:ADJD" class="notinindex"`)
+	})
+
+	t.Run("Specific DET rule produces annotation, fallback does not", func(t *testing.T) {
+		responseSnippet := `{
+			"snippet": "<span title=\"upos/p:DET\"><span title=\"upos/PronType:Art\">Der</span></span>"
+		}`
+
+		mappingList := config.MappingList{
+			ID:       "test-det-resp",
+			FoundryA: "opennlp",
+			LayerA:   "p",
+			FoundryB: "upos",
+			LayerB:   "p",
+			Mappings: []config.MappingRule{
+				"[ART] <> [DET & PronType=Art]",
+				"[ART | PDAT | PIAT | PIDAT | PPOSAT | PRELAT | PWAT] <> [DET]",
+			},
+		}
+
+		m, err := NewMapper([]config.MappingList{mappingList})
+		require.NoError(t, err)
+
+		var inputData any
+		err = json.Unmarshal([]byte(responseSnippet), &inputData)
+		require.NoError(t, err)
+
+		result, err := m.ApplyResponseMappings("test-det-resp", MappingOptions{Direction: BtoA}, inputData)
+		require.NoError(t, err)
+
+		resultMap := result.(map[string]any)
+		snippet := resultMap["snippet"].(string)
+
+		// The specific rule should add ART annotation
+		assert.Contains(t, snippet, `title="opennlp/p:ART" class="notinindex"`)
+	})
+}