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@@ -1,305 +1,76 @@
 ---
-dataset_info:
-- config_name: implicit
-  features:
-  - name: sample_id
-    dtype: string
-  - name: audio
-    dtype: audio
-  - name: query
-    dtype: string
-  - name: category
-    dtype: string
-  - name: sub_category
-    dtype: string
-  - name: audio_emotion
-    dtype: string
-  - name: polarity
-    dtype: string
-  - name: intensity
-    dtype: string
-  - name: modality_consistency
-    dtype: string
-  - name: gender
-    dtype: string
-  - name: pitch
-    dtype: float64
-  - name: pitch_level
-    dtype: string
-  - name: energy
-    dtype: float64
-  - name: energy_level
-    dtype: string
-  - name: speed
-    dtype: float64
-  - name: speed_level
-    dtype: string
-  - name: intonation_contour
-    dtype: string
-  - name: stress
-    list: string
-  - name: context_understanding
-    dtype: string
-  - name: latent_need
-    dtype: string
-  - name: core_demand
-    dtype: string
-  - name: strategy_recommended
-    list: string
-  - name: strategy_not_recommended
-    list: string
-  - name: constraints
-    dtype: string
-  splits:
-  - name: test
-    num_bytes: 63174135
-    num_examples: 220
-  download_size: 63012721
-  dataset_size: 63174135
-- config_name: normal
-  features:
-  - name: sample_id
-    dtype: string
-  - name: audio
-    dtype: audio
-  - name: query
-    dtype: string
-  - name: category
-    dtype: string
-  - name: sub_category
-    dtype: string
-  - name: audio_emotion
-    dtype: string
-  - name: polarity
-    dtype: string
-  - name: intensity
-    dtype: string
-  - name: modality_consistency
-    dtype: string
-  - name: gender
-    dtype: string
-  - name: pitch
-    dtype: float64
-  - name: pitch_level
-    dtype: string
-  - name: energy
-    dtype: float64
-  - name: energy_level
-    dtype: string
-  - name: speed
-    dtype: float64
-  - name: speed_level
-    dtype: string
-  - name: intonation_contour
-    dtype: string
-  - name: stress
-    list: string
-  - name: context_understanding
-    dtype: string
-  - name: latent_need
-    dtype: string
-  - name: core_demand
-    dtype: string
-  - name: strategy_recommended
-    list: string
-  - name: strategy_not_recommended
-    list: string
-  - name: constraints
-    dtype: string
-  splits:
-  - name: test
-    num_bytes: 67629937
-    num_examples: 220
-  download_size: 67471360
-  dataset_size: 67629937
-- config_name: satire_or_self_mockery
-  features:
-  - name: sample_id
-    dtype: string
-  - name: audio
-    dtype: audio
-  - name: query
-    dtype: string
-  - name: category
-    dtype: string
-  - name: sub_category
-    dtype: string
-  - name: audio_emotion
-    dtype: string
-  - name: polarity
-    dtype: string
-  - name: intensity
-    dtype: string
-  - name: modality_consistency
-    dtype: string
-  - name: gender
-    dtype: string
-  - name: pitch
-    dtype: float64
-  - name: pitch_level
-    dtype: string
-  - name: energy
-    dtype: float64
-  - name: energy_level
-    dtype: string
-  - name: speed
-    dtype: float64
-  - name: speed_level
-    dtype: string
-  - name: intonation_contour
-    dtype: string
-  - name: stress
-    list: string
-  - name: context_understanding
-    dtype: string
-  - name: latent_need
-    dtype: string
-  - name: core_demand
-    dtype: string
-  - name: strategy_recommended
-    list: string
-  - name: strategy_not_recommended
-    list: string
-  - name: constraints
-    dtype: string
-  splits:
-  - name: test
-    num_bytes: 81448177
-    num_examples: 220
-  download_size: 81258918
-  dataset_size: 81448177
-- config_name: shift
-  features:
-  - name: sample_id
-    dtype: string
-  - name: audio
-    dtype: audio
-  - name: query
-    dtype: string
-  - name: category
-    dtype: string
-  - name: sub_category
-    dtype: string
-  - name: audio_emotion
-    dtype: string
-  - name: polarity
-    dtype: string
-  - name: intensity
-    dtype: string
-  - name: modality_consistency
-    dtype: string
-  - name: gender
-    dtype: string
-  - name: pitch
-    dtype: float64
-  - name: pitch_level
-    dtype: string
-  - name: energy
-    dtype: float64
-  - name: energy_level
-    dtype: string
-  - name: speed
-    dtype: float64
-  - name: speed_level
-    dtype: string
-  - name: intonation_contour
-    dtype: string
-  - name: stress
-    list: string
-  - name: context_understanding
-    dtype: string
-  - name: latent_need
-    dtype: string
-  - name: core_demand
-    dtype: string
-  - name: strategy_recommended
-    list: string
-  - name: strategy_not_recommended
-    list: string
-  - name: constraints
-    dtype: string
-  splits:
-  - name: test
-    num_bytes: 78083651
-    num_examples: 120
-  download_size: 78000926
-  dataset_size: 78083651
-- config_name: very_high_intense
-  features:
-  - name: sample_id
-    dtype: string
-  - name: audio
-    dtype: audio
-  - name: query
-    dtype: string
-  - name: category
-    dtype: string
-  - name: sub_category
-    dtype: string
-  - name: audio_emotion
-    dtype: string
-  - name: polarity
-    dtype: string
-  - name: intensity
-    dtype: string
-  - name: modality_consistency
-    dtype: string
-  - name: gender
-    dtype: string
-  - name: pitch
-    dtype: float64
-  - name: pitch_level
-    dtype: string
-  - name: energy
-    dtype: float64
-  - name: energy_level
-    dtype: string
-  - name: speed
-    dtype: float64
-  - name: speed_level
-    dtype: string
-  - name: intonation_contour
-    dtype: string
-  - name: stress
-    list: string
-  - name: context_understanding
-    dtype: string
-  - name: latent_need
-    dtype: string
-  - name: core_demand
-    dtype: string
-  - name: strategy_recommended
-    list: string
-  - name: strategy_not_recommended
-    list: string
-  - name: constraints
-    dtype: string
-  splits:
-  - name: test
-    num_bytes: 92653506
-    num_examples: 220
-  download_size: 92478737
-  dataset_size: 92653506
+pretty_name: EchoEval
+license: apache-2.0
+task_categories:
+- audio-classification
+- text-generation
+language:
+- en
+tags:
+- spoken-empathy
+- speech
+- emotion
+- reasoning
+- benchmark
 configs:
-- config_name: implicit
-  data_files:
-  - split: test
-    path: implicit/test-*
 - config_name: normal
-  data_files:
-  - split: test
-    path: normal/test-*
-  default: true
+  data_files: data/normal-*
+- config_name: implicit
+  data_files: data/implicit-*
+- config_name: very_high_intense
+  data_files: data/very_high_intense-*
 - config_name: satire_or_self_mockery
-  data_files:
-  - split: test
-    path: satire_or_self_mockery/test-*
+  data_files: data/satire_or_self_mockery-*
 - config_name: shift
-  data_files:
-  - split: test
-    path: shift/test-*
-- config_name: very_high_intense
-  data_files:
-  - split: test
-    path: very_high_intense/test-*
+  data_files: data/shift-*
 ---
+
+# EchoEval
+
+EchoEval is a spoken-empathy evaluation set with **1000** English user-query utterances. Each item has a query audio clip plus gold labels for emotion perception, prosody, and empathic reasoning.
+
+Load one subset:
+
+```python
+from datasets import load_dataset
+
+ds = load_dataset("ddwang2000/EchoEval", "normal", split="test")
+```
+
+## Subsets
+
+| Subset | Size | Description |
+|---|---:|---|
+| `normal` | 220 | Explicit, everyday emotional delivery |
+| `implicit` | 220 | Emotion is present but understated in the text |
+| `very_high_intense` | 220 | High-arousal, strongly expressed emotion |
+| `satire_or_self_mockery` | 220 | Ironic, sarcastic, or self-mocking delivery |
+| `shift` | 120 | Within-utterance emotion shift (e.g. `happy -> sad`) |
+
+## Columns
+
+| Column | Type | Notes |
+|---|---|---|
+| `sample_id` | string | Fresh UUID, not the original internal id |
+| `audio` | audio | Query utterance |
+| `query` | string | Transcript / spoken text |
+| `category` | string | Scene category |
+| `sub_category` | string | Scene subcategory |
+| `audio_emotion` | string | Emotion category; shift items use a transition string |
+| `polarity` | string | `positive` / `negative` |
+| `intensity` | string | `normal` / `high` |
+| `modality_consistency` | string | `consistent` / `conflict` |
+| `gender` | string | `female` / `male` |
+| `pitch` / `pitch_level` | float / string | Raw value and `low` / `normal` / `high` |
+| `energy` / `energy_level` | float / string | Raw value and `low` / `normal` / `high` |
+| `speed` / `speed_level` | float / string | Raw value and `fast` / `normal` / `slow` |
+| `intonation_contour` | string | e.g. `rising`, `falling`, `rising-falling` |
+| `stress` | list[string] | Stressed words |
+| `context_understanding` | string | Reasoning gold |
+| `latent_need` | string | Reasoning gold |
+| `core_demand` | string | Reasoning gold |
+| `strategy_recommended` | list[string] | Recommended response strategies |
+| `strategy_not_recommended` | list[string] | Strategies to avoid |
+| `constraints` | string | Response constraints |
+
+`intensity` is `high` for `very_high_intense` and `normal` otherwise. `modality_consistency` is `conflict` for `satire_or_self_mockery` and `consistent` otherwise.