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initial model version

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README.md CHANGED
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  ---
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  license: cc-by-3.0
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  ---
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  license: cc-by-3.0
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  ---
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+
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+ Base model [facebook/opt-2.7b](https://huggingface.co/facebook/opt-2.7b)
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+
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+ Fine-tuned for causal language modeling of transcribed spoken dialogue from the [TalkBank CABank collection](https://ca.talkbank.org/access/).
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+ Training corpora include:
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+ - [CABNC](https://ca.talkbank.org/access/CABNC.html) - Spoken language segment of the British National Corpus
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+ - [CallFriend English (N)](https://ca.talkbank.org/access/CallFriend/eng-n.html) - Phone calls
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+ - [CallFriend English (S)](https://ca.talkbank.org/access/CallFriend/eng-s.html) - Phone calls
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+ - [CallHome English](https://ca.talkbank.org/access/CallHome/eng.html) - Phone calls
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+ - [GCSAusE](https://ca.talkbank.org/access/GCSAusE.html) - Australian conversations
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+ - [ISL](https://ca.talkbank.org/access/ISL.html) - Conversations recorded to test ASR methods for meeting
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+ - [MICASE](https://ca.talkbank.org/access/MICASE.html) - Michigan Corpus of Academic Spoken English
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+ - [SCoSE](https://ca.talkbank.org/access/SCoSE.html) - The Saarbrücken Corpus of Spoken (American) English.
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+
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+ (Corpus descriptions are from TalkBank)
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+
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+ **Data input format:**
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+ The data format models a sequence of spoken dialogue between two or more participants:
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+ - The sequence is prefixed with information about the participants including name (can be a proper noun, a title/role, or unknown), age (can be a number or unknown), and sex (can be male, female, other, unknown).
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+ - It then proceeds to sequentially list all utterances in the conversation, each prefixed with their participant code (S1, S2, S3, etc.).
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+ - Utterances support a limited set of transcription notations in the [CHAT & CHAT-CA](https://talkbank.org/manuals/CHAT.pdf) formats:
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+ - Pauses: `(.)` for a generic short pause, or `(N.N)` for a timed pause. For example `(3.4)` is a pause for 3.4 seconds.
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+ - Non-verbal sounds: `&=laughs`, `&=cough`, `&=breathes`, `&=click`, etc. Anything describing a speaker-produced non-verbal sound can come after a prefix of `&=`
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+ - Comments about speaker or setting: `[% baby crying in background]`, `[% smiling]`, `[% phone clicking noise]`, `[% imitating him]`, etc.
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+ Anything describing the state of the speaker or environment can be in this block. Also, a comment block can be used to describe speaker-produced sounds, but it is more common to use the `&=` prefix for that.
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+ - Unknown or unintelligible utterances: `xxx`
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+ - Breathing: `hhh`
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+
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+ **Example:**
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+
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+ <span style="color:red">&lt;participant&gt;</span> S1 (name: Dave, age: 33, sex: male) <span style="color:red">&lt;participant&gt;</span> S2 (name: unknown, age: unknown, sex: unknown) <span style="color:red">&lt;dialog&gt;</span> <span style="color:orange">S1:</span> Hi! (2.3) are you there? <span style="color:orange">S2:</span> hhh hhh [% background noise] uh yeah (0.8) I can hear you. (1.2) &=cough can you hear me? <span style="color:orange">S1:</span> ...
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+
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+ **Usage Info:**
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+
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+ Per the [OPT documentation](https://huggingface.co/docs/transformers/v4.24.0/en/model_doc/opt), the model was trained with tokenizer setting `use_fast=False`.
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+
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+ To use this model for real-time inference in a continuous duplex dialogue system, see: [https://github.com/AbrahamSanders/realtime-chatbot](https://github.com/AbrahamSanders/realtime-chatbot).
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+ {
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+ "_name_or_path": "facebook/opt-2.7b",
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+ "_remove_final_layer_norm": false,
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+ "activation_dropout": 0.0,
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+ "activation_function": "relu",
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+ "architectures": [
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+ "OPTForCausalLM"
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+ ],
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+ "bos_token_id": 2,
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+ "do_layer_norm_before": true,
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+ "dropout": 0.1,
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+ "prefix": "</s>",
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+ "torch_dtype": "float32",
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+ "transformers_version": "4.24.0",
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+ "use_cache": true,
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+ "vocab_size": 50265,
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+ "word_embed_proj_dim": 2560
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+ }
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+ "lstrip": false,
19
+ "normalized": true,
20
+ "rstrip": false,
21
+ "single_word": false
22
+ },
23
+ "unk_token": {
24
+ "content": "</s>",
25
+ "lstrip": false,
26
+ "normalized": true,
27
+ "rstrip": false,
28
+ "single_word": false
29
+ }
30
+ }
tokenizer_config.json ADDED
@@ -0,0 +1,40 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "add_bos_token": true,
3
+ "add_prefix_space": false,
4
+ "bos_token": {
5
+ "__type": "AddedToken",
6
+ "content": "</s>",
7
+ "lstrip": false,
8
+ "normalized": true,
9
+ "rstrip": false,
10
+ "single_word": false
11
+ },
12
+ "eos_token": {
13
+ "__type": "AddedToken",
14
+ "content": "</s>",
15
+ "lstrip": false,
16
+ "normalized": true,
17
+ "rstrip": false,
18
+ "single_word": false
19
+ },
20
+ "errors": "replace",
21
+ "name_or_path": "facebook/opt-2.7b",
22
+ "pad_token": {
23
+ "__type": "AddedToken",
24
+ "content": "<pad>",
25
+ "lstrip": false,
26
+ "normalized": true,
27
+ "rstrip": false,
28
+ "single_word": false
29
+ },
30
+ "special_tokens_map_file": null,
31
+ "tokenizer_class": "GPT2Tokenizer",
32
+ "unk_token": {
33
+ "__type": "AddedToken",
34
+ "content": "</s>",
35
+ "lstrip": false,
36
+ "normalized": true,
37
+ "rstrip": false,
38
+ "single_word": false
39
+ }
40
+ }
vocab.json ADDED
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