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  1. chat_log.log +82 -0
  2. debug.log +174 -0
chat_log.log CHANGED
@@ -0,0 +1,82 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 24-May-24 11:02:36 - httpx - INFO - HTTP Request: GET http://127.0.0.1:7860/startup-events "HTTP/1.1 200 OK"
2
+ 24-May-24 11:02:37 - httpx - INFO - HTTP Request: HEAD http://127.0.0.1:7860/ "HTTP/1.1 200 OK"
3
+ 24-May-24 11:02:37 - httpx - INFO - HTTP Request: GET https://api.gradio.app/v2/tunnel-request "HTTP/1.1 200 OK"
4
+ 24-May-24 11:02:37 - httpx - INFO - HTTP Request: GET https://cdn-media.huggingface.co/frpc-gradio-0.2/frpc_linux_amd64 "HTTP/1.1 200 OK"
5
+ 24-May-24 11:02:38 - httpx - INFO - HTTP Request: HEAD https://a97c680c176f16dfd1.gradio.live "HTTP/1.1 200 OK"
6
+ 24-May-24 11:03:41 - root - INFO - Input details:
7
+ **Input Sentence:** A sentence with 5 words
8
+
9
+ **Predictions**:
10
+ Token: ĠA, Entity: B-LF, Score: 0.9992
11
+ Token: Ġsentence, Entity: I-LF, Score: 0.9997
12
+ Token: Ġwith, Entity: I-LF, Score: 0.9995
13
+ Token: Ġ5, Entity: I-LF, Score: 0.9972
14
+ Token: Ġwords, Entity: I-LF, Score: 0.9982
15
+
16
+
17
+ 24-May-24 11:03:51 - root - INFO -
18
+ Input details:
19
+ Received index from user: 5 Sending response to user: **Record**:
20
+ Tokens: ['We', 'next', 'undertook', 'a', 'large', 'case', 'study', 'of', 'all', '88,835', 'articles', 'published', 'by', 'NIH', 'investigators', 'who', 'maintained', 'continuous', 'R01', 'funding', 'from', 'fiscal', 'year', '(', 'FY', ')', '2003', 'through', 'FY2010', 'to', 'ask', 'how', 'the', 'RCR', 'of', 'publications', 'from', 'individual', 'investigators', 'changed', 'over', 'this', '8', '-', 'y', 'interval', '.']
21
+ Ground Truth Labels: ['B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-AC', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-LF', 'I-LF', 'B-O', 'B-AC', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-AC', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O']
22
+
23
+ **Predictions**:
24
+ Token: ĠWe, Entity: B-O, Score: 1.0000
25
+ Token: Ġnext, Entity: B-O, Score: 1.0000
26
+ Token: Ġundertook, Entity: B-O, Score: 1.0000
27
+ Token: Ġa, Entity: B-O, Score: 1.0000
28
+ Token: Ġlarge, Entity: B-O, Score: 1.0000
29
+ Token: Ġcase, Entity: B-O, Score: 1.0000
30
+ Token: Ġstudy, Entity: B-O, Score: 1.0000
31
+ Token: Ġof, Entity: B-O, Score: 1.0000
32
+ Token: Ġall, Entity: B-O, Score: 1.0000
33
+ Token: Ġ88, Entity: B-O, Score: 1.0000
34
+ Token: ,, Entity: B-O, Score: 1.0000
35
+ Token: 8, Entity: B-O, Score: 1.0000
36
+ Token: 35, Entity: B-O, Score: 1.0000
37
+ Token: Ġarticles, Entity: B-O, Score: 1.0000
38
+ Token: Ġpublished, Entity: B-O, Score: 1.0000
39
+ Token: Ġby, Entity: B-O, Score: 1.0000
40
+ Token: ĠNIH, Entity: B-AC, Score: 0.9511
41
+ Token: Ġinvestigators, Entity: B-O, Score: 1.0000
42
+ Token: Ġwho, Entity: B-O, Score: 1.0000
43
+ Token: Ġmaintained, Entity: B-O, Score: 1.0000
44
+ Token: Ġcontinuous, Entity: B-O, Score: 1.0000
45
+ Token: ĠR, Entity: B-O, Score: 0.9917
46
+ Token: 01, Entity: B-O, Score: 0.9970
47
+ Token: Ġfunding, Entity: B-O, Score: 1.0000
48
+ Token: Ġfrom, Entity: B-O, Score: 1.0000
49
+ Token: Ġfiscal, Entity: B-LF, Score: 1.0000
50
+ Token: Ġyear, Entity: I-LF, Score: 1.0000
51
+ Token: Ġ(, Entity: B-O, Score: 1.0000
52
+ Token: ĠFY, Entity: B-AC, Score: 1.0000
53
+ Token: Ġ), Entity: B-O, Score: 1.0000
54
+ Token: Ġ2003, Entity: B-O, Score: 1.0000
55
+ Token: Ġthrough, Entity: B-O, Score: 1.0000
56
+ Token: ĠFY, Entity: B-O, Score: 0.9992
57
+ Token: 2010, Entity: B-O, Score: 0.9995
58
+ Token: Ġto, Entity: B-O, Score: 1.0000
59
+ Token: Ġask, Entity: B-O, Score: 1.0000
60
+ Token: Ġhow, Entity: B-O, Score: 1.0000
61
+ Token: Ġthe, Entity: B-O, Score: 1.0000
62
+ Token: ĠR, Entity: B-AC, Score: 0.9868
63
+ Token: CR, Entity: B-AC, Score: 0.9906
64
+ Token: Ġof, Entity: B-O, Score: 1.0000
65
+ Token: Ġpublications, Entity: B-O, Score: 1.0000
66
+ Token: Ġfrom, Entity: B-O, Score: 1.0000
67
+ Token: Ġindividual, Entity: B-O, Score: 1.0000
68
+ Token: Ġinvestigators, Entity: B-O, Score: 1.0000
69
+ Token: Ġchanged, Entity: B-O, Score: 1.0000
70
+ Token: Ġover, Entity: B-O, Score: 1.0000
71
+ Token: Ġthis, Entity: B-O, Score: 1.0000
72
+ Token: Ġ8, Entity: B-O, Score: 1.0000
73
+ Token: Ġ-, Entity: B-O, Score: 1.0000
74
+ Token: Ġy, Entity: B-O, Score: 1.0000
75
+ Token: Ġinterval, Entity: B-O, Score: 1.0000
76
+ Token: Ġ., Entity: B-O, Score: 1.0000
77
+
78
+ **Metrics**:
79
+ Precision: 0.7846
80
+ Recall: 0.7660
81
+ F1 Score: 0.7752
82
+ Accuracy: 0.7660
debug.log CHANGED
@@ -0,0 +1,174 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 24-May-24 11:02:36 - httpx - DEBUG - load_ssl_context verify=True cert=None trust_env=True http2=False
2
+ 24-May-24 11:02:36 - httpx - DEBUG - load_verify_locations cafile='/usr/local/lib/python3.10/dist-packages/certifi/cacert.pem'
3
+ 24-May-24 11:02:36 - httpcore.connection - DEBUG - connect_tcp.started host='127.0.0.1' port=7860 local_address=None timeout=None socket_options=None
4
+ 24-May-24 11:02:36 - httpcore.connection - DEBUG - connect_tcp.complete return_value=<httpcore._backends.sync.SyncStream object at 0x7aa352002bc0>
5
+ 24-May-24 11:02:36 - httpcore.http11 - DEBUG - send_request_headers.started request=<Request [b'GET']>
6
+ 24-May-24 11:02:36 - httpcore.http11 - DEBUG - send_request_headers.complete
7
+ 24-May-24 11:02:36 - httpcore.http11 - DEBUG - send_request_body.started request=<Request [b'GET']>
8
+ 24-May-24 11:02:36 - httpcore.http11 - DEBUG - send_request_body.complete
9
+ 24-May-24 11:02:36 - httpcore.http11 - DEBUG - receive_response_headers.started request=<Request [b'GET']>
10
+ 24-May-24 11:02:36 - httpcore.http11 - DEBUG - receive_response_headers.complete return_value=(b'HTTP/1.1', 200, b'OK', [(b'date', b'Fri, 24 May 2024 11:02:36 GMT'), (b'server', b'uvicorn'), (b'content-length', b'4'), (b'content-type', b'application/json')])
11
+ 24-May-24 11:02:36 - httpx - INFO - HTTP Request: GET http://127.0.0.1:7860/startup-events "HTTP/1.1 200 OK"
12
+ 24-May-24 11:02:36 - httpcore.http11 - DEBUG - receive_response_body.started request=<Request [b'GET']>
13
+ 24-May-24 11:02:36 - httpcore.http11 - DEBUG - receive_response_body.complete
14
+ 24-May-24 11:02:36 - httpcore.http11 - DEBUG - response_closed.started
15
+ 24-May-24 11:02:36 - httpcore.http11 - DEBUG - response_closed.complete
16
+ 24-May-24 11:02:36 - httpcore.connection - DEBUG - close.started
17
+ 24-May-24 11:02:36 - httpcore.connection - DEBUG - close.complete
18
+ 24-May-24 11:02:36 - httpx - DEBUG - load_ssl_context verify=False cert=None trust_env=True http2=False
19
+ 24-May-24 11:02:36 - httpcore.connection - DEBUG - connect_tcp.started host='127.0.0.1' port=7860 local_address=None timeout=3 socket_options=None
20
+ 24-May-24 11:02:36 - httpcore.connection - DEBUG - connect_tcp.complete return_value=<httpcore._backends.sync.SyncStream object at 0x7aa35202c7f0>
21
+ 24-May-24 11:02:36 - httpcore.http11 - DEBUG - send_request_headers.started request=<Request [b'HEAD']>
22
+ 24-May-24 11:02:36 - httpcore.http11 - DEBUG - send_request_headers.complete
23
+ 24-May-24 11:02:36 - httpcore.http11 - DEBUG - send_request_body.started request=<Request [b'HEAD']>
24
+ 24-May-24 11:02:36 - httpcore.http11 - DEBUG - send_request_body.complete
25
+ 24-May-24 11:02:36 - httpcore.http11 - DEBUG - receive_response_headers.started request=<Request [b'HEAD']>
26
+ 24-May-24 11:02:37 - httpcore.http11 - DEBUG - receive_response_headers.complete return_value=(b'HTTP/1.1', 200, b'OK', [(b'date', b'Fri, 24 May 2024 11:02:36 GMT'), (b'server', b'uvicorn'), (b'content-length', b'27594'), (b'content-type', b'text/html; charset=utf-8')])
27
+ 24-May-24 11:02:37 - httpx - INFO - HTTP Request: HEAD http://127.0.0.1:7860/ "HTTP/1.1 200 OK"
28
+ 24-May-24 11:02:37 - httpcore.http11 - DEBUG - receive_response_body.started request=<Request [b'HEAD']>
29
+ 24-May-24 11:02:37 - httpcore.http11 - DEBUG - receive_response_body.complete
30
+ 24-May-24 11:02:37 - httpcore.http11 - DEBUG - response_closed.started
31
+ 24-May-24 11:02:37 - httpcore.http11 - DEBUG - response_closed.complete
32
+ 24-May-24 11:02:37 - httpcore.connection - DEBUG - close.started
33
+ 24-May-24 11:02:37 - httpcore.connection - DEBUG - close.complete
34
+ 24-May-24 11:02:37 - httpx - DEBUG - load_ssl_context verify=True cert=None trust_env=True http2=False
35
+ 24-May-24 11:02:37 - httpx - DEBUG - load_verify_locations cafile='/usr/local/lib/python3.10/dist-packages/certifi/cacert.pem'
36
+ 24-May-24 11:02:37 - httpcore.connection - DEBUG - connect_tcp.started host='api.gradio.app' port=443 local_address=None timeout=30 socket_options=None
37
+ 24-May-24 11:02:37 - httpcore.connection - DEBUG - connect_tcp.complete return_value=<httpcore._backends.sync.SyncStream object at 0x7aa3520836d0>
38
+ 24-May-24 11:02:37 - httpcore.connection - DEBUG - start_tls.started ssl_context=<ssl.SSLContext object at 0x7aa3521971c0> server_hostname='api.gradio.app' timeout=30
39
+ 24-May-24 11:02:37 - httpcore.connection - DEBUG - start_tls.complete return_value=<httpcore._backends.sync.SyncStream object at 0x7aa352083700>
40
+ 24-May-24 11:02:37 - httpcore.http11 - DEBUG - send_request_headers.started request=<Request [b'GET']>
41
+ 24-May-24 11:02:37 - httpcore.http11 - DEBUG - send_request_headers.complete
42
+ 24-May-24 11:02:37 - httpcore.http11 - DEBUG - send_request_body.started request=<Request [b'GET']>
43
+ 24-May-24 11:02:37 - httpcore.http11 - DEBUG - send_request_body.complete
44
+ 24-May-24 11:02:37 - httpcore.http11 - DEBUG - receive_response_headers.started request=<Request [b'GET']>
45
+ 24-May-24 11:02:37 - httpcore.http11 - DEBUG - receive_response_headers.complete return_value=(b'HTTP/1.1', 200, b'OK', [(b'Date', b'Fri, 24 May 2024 11:02:37 GMT'), (b'Content-Type', b'text/html; charset=utf-8'), (b'Transfer-Encoding', b'chunked'), (b'Connection', b'keep-alive'), (b'Server', b'nginx/1.18.0'), (b'ContentType', b'application/json'), (b'Access-Control-Allow-Origin', b'*'), (b'Content-Encoding', b'gzip')])
46
+ 24-May-24 11:02:37 - httpx - INFO - HTTP Request: GET https://api.gradio.app/v2/tunnel-request "HTTP/1.1 200 OK"
47
+ 24-May-24 11:02:37 - httpcore.http11 - DEBUG - receive_response_body.started request=<Request [b'GET']>
48
+ 24-May-24 11:02:37 - httpcore.http11 - DEBUG - receive_response_body.complete
49
+ 24-May-24 11:02:37 - httpcore.http11 - DEBUG - response_closed.started
50
+ 24-May-24 11:02:37 - httpcore.http11 - DEBUG - response_closed.complete
51
+ 24-May-24 11:02:37 - httpcore.connection - DEBUG - close.started
52
+ 24-May-24 11:02:37 - httpcore.connection - DEBUG - close.complete
53
+ 24-May-24 11:02:37 - httpx - DEBUG - load_ssl_context verify=True cert=None trust_env=True http2=False
54
+ 24-May-24 11:02:37 - httpx - DEBUG - load_verify_locations cafile='/usr/local/lib/python3.10/dist-packages/certifi/cacert.pem'
55
+ 24-May-24 11:02:37 - httpcore.connection - DEBUG - connect_tcp.started host='cdn-media.huggingface.co' port=443 local_address=None timeout=30 socket_options=None
56
+ 24-May-24 11:02:37 - httpcore.connection - DEBUG - connect_tcp.complete return_value=<httpcore._backends.sync.SyncStream object at 0x7aa3520827a0>
57
+ 24-May-24 11:02:37 - httpcore.connection - DEBUG - start_tls.started ssl_context=<ssl.SSLContext object at 0x7aa352197140> server_hostname='cdn-media.huggingface.co' timeout=30
58
+ 24-May-24 11:02:37 - httpcore.connection - DEBUG - start_tls.complete return_value=<httpcore._backends.sync.SyncStream object at 0x7aa3520827d0>
59
+ 24-May-24 11:02:37 - httpcore.http11 - DEBUG - send_request_headers.started request=<Request [b'GET']>
60
+ 24-May-24 11:02:37 - httpcore.http11 - DEBUG - send_request_headers.complete
61
+ 24-May-24 11:02:37 - httpcore.http11 - DEBUG - send_request_body.started request=<Request [b'GET']>
62
+ 24-May-24 11:02:37 - httpcore.http11 - DEBUG - send_request_body.complete
63
+ 24-May-24 11:02:37 - httpcore.http11 - DEBUG - receive_response_headers.started request=<Request [b'GET']>
64
+ 24-May-24 11:02:37 - httpcore.http11 - DEBUG - receive_response_headers.complete return_value=(b'HTTP/1.1', 200, b'OK', [(b'Content-Type', b'binary/octet-stream'), (b'Content-Length', b'11374592'), (b'Connection', b'keep-alive'), (b'Last-Modified', b'Tue, 04 Jul 2023 12:26:37 GMT'), (b'x-amz-server-side-encryption', b'AES256'), (b'Accept-Ranges', b'bytes'), (b'Server', b'AmazonS3'), (b'Date', b'Fri, 24 May 2024 07:57:44 GMT'), (b'ETag', b'"3a6ef613fc0d9adbca1393479748524d-2"'), (b'Vary', b'Accept-Encoding'), (b'X-Cache', b'Hit from cloudfront'), (b'Via', b'1.1 aadc36bc93844687d7ba70137223bc20.cloudfront.net (CloudFront)'), (b'X-Amz-Cf-Pop', b'IAD55-P2'), (b'X-Amz-Cf-Id', b'Kkx5tjkvCRrDVmNtAppTXXW6CeRfsATF_9He9_itBZEYs4uoPTabXA=='), (b'Age', b'11138')])
65
+ 24-May-24 11:02:37 - httpx - INFO - HTTP Request: GET https://cdn-media.huggingface.co/frpc-gradio-0.2/frpc_linux_amd64 "HTTP/1.1 200 OK"
66
+ 24-May-24 11:02:37 - httpcore.http11 - DEBUG - receive_response_body.started request=<Request [b'GET']>
67
+ 24-May-24 11:02:38 - httpcore.http11 - DEBUG - receive_response_body.complete
68
+ 24-May-24 11:02:38 - httpcore.http11 - DEBUG - response_closed.started
69
+ 24-May-24 11:02:38 - httpcore.http11 - DEBUG - response_closed.complete
70
+ 24-May-24 11:02:38 - httpcore.connection - DEBUG - close.started
71
+ 24-May-24 11:02:38 - httpcore.connection - DEBUG - close.complete
72
+ 24-May-24 11:02:38 - httpx - DEBUG - load_ssl_context verify=False cert=None trust_env=True http2=False
73
+ 24-May-24 11:02:38 - httpcore.connection - DEBUG - connect_tcp.started host='a97c680c176f16dfd1.gradio.live' port=443 local_address=None timeout=3 socket_options=None
74
+ 24-May-24 11:02:38 - httpcore.connection - DEBUG - connect_tcp.complete return_value=<httpcore._backends.sync.SyncStream object at 0x7aa3520813c0>
75
+ 24-May-24 11:02:38 - httpcore.connection - DEBUG - start_tls.started ssl_context=<ssl.SSLContext object at 0x7aa352196ec0> server_hostname='a97c680c176f16dfd1.gradio.live' timeout=3
76
+ 24-May-24 11:02:38 - httpcore.connection - DEBUG - start_tls.complete return_value=<httpcore._backends.sync.SyncStream object at 0x7aa3520813f0>
77
+ 24-May-24 11:02:38 - httpcore.http11 - DEBUG - send_request_headers.started request=<Request [b'HEAD']>
78
+ 24-May-24 11:02:38 - httpcore.http11 - DEBUG - send_request_headers.complete
79
+ 24-May-24 11:02:38 - httpcore.http11 - DEBUG - send_request_body.started request=<Request [b'HEAD']>
80
+ 24-May-24 11:02:38 - httpcore.http11 - DEBUG - send_request_body.complete
81
+ 24-May-24 11:02:38 - httpcore.http11 - DEBUG - receive_response_headers.started request=<Request [b'HEAD']>
82
+ 24-May-24 11:02:38 - httpcore.http11 - DEBUG - receive_response_headers.complete return_value=(b'HTTP/1.1', 200, b'OK', [(b'Date', b'Fri, 24 May 2024 11:02:38 GMT'), (b'Content-Type', b'text/html; charset=utf-8'), (b'Content-Length', b'27628'), (b'Connection', b'keep-alive'), (b'Server', b'uvicorn')])
83
+ 24-May-24 11:02:38 - httpx - INFO - HTTP Request: HEAD https://a97c680c176f16dfd1.gradio.live "HTTP/1.1 200 OK"
84
+ 24-May-24 11:02:38 - httpcore.http11 - DEBUG - receive_response_body.started request=<Request [b'HEAD']>
85
+ 24-May-24 11:02:38 - httpcore.http11 - DEBUG - receive_response_body.complete
86
+ 24-May-24 11:02:38 - httpcore.http11 - DEBUG - response_closed.started
87
+ 24-May-24 11:02:38 - httpcore.http11 - DEBUG - response_closed.complete
88
+ 24-May-24 11:02:38 - httpcore.connection - DEBUG - close.started
89
+ 24-May-24 11:02:38 - httpcore.connection - DEBUG - close.complete
90
+ 24-May-24 11:02:38 - urllib3.connectionpool - DEBUG - Starting new HTTPS connection (1): huggingface.co:443
91
+ 24-May-24 11:02:39 - urllib3.connectionpool - DEBUG - https://huggingface.co:443 "HEAD /api/telemetry/gradio/launched HTTP/1.1" 200 0
92
+ 24-May-24 11:03:38 - matplotlib.pyplot - DEBUG - Loaded backend agg version v2.2.
93
+ 24-May-24 11:03:38 - root - DEBUG - Starting chat_function
94
+ 24-May-24 11:03:41 - root - INFO - Input details:
95
+ **Input Sentence:** A sentence with 5 words
96
+
97
+ **Predictions**:
98
+ Token: ĠA, Entity: B-LF, Score: 0.9992
99
+ Token: Ġsentence, Entity: I-LF, Score: 0.9997
100
+ Token: Ġwith, Entity: I-LF, Score: 0.9995
101
+ Token: Ġ5, Entity: I-LF, Score: 0.9972
102
+ Token: Ġwords, Entity: I-LF, Score: 0.9982
103
+
104
+
105
+ 24-May-24 11:03:41 - matplotlib.pyplot - DEBUG - Loaded backend module://matplotlib_inline.backend_inline version unknown.
106
+ 24-May-24 11:03:49 - matplotlib.pyplot - DEBUG - Loaded backend agg version v2.2.
107
+ 24-May-24 11:03:49 - root - DEBUG - Starting chat_function
108
+ 24-May-24 11:03:51 - root - INFO -
109
+ Input details:
110
+ Received index from user: 5 Sending response to user: **Record**:
111
+ Tokens: ['We', 'next', 'undertook', 'a', 'large', 'case', 'study', 'of', 'all', '88,835', 'articles', 'published', 'by', 'NIH', 'investigators', 'who', 'maintained', 'continuous', 'R01', 'funding', 'from', 'fiscal', 'year', '(', 'FY', ')', '2003', 'through', 'FY2010', 'to', 'ask', 'how', 'the', 'RCR', 'of', 'publications', 'from', 'individual', 'investigators', 'changed', 'over', 'this', '8', '-', 'y', 'interval', '.']
112
+ Ground Truth Labels: ['B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-AC', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-LF', 'I-LF', 'B-O', 'B-AC', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-AC', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O', 'B-O']
113
+
114
+ **Predictions**:
115
+ Token: ĠWe, Entity: B-O, Score: 1.0000
116
+ Token: Ġnext, Entity: B-O, Score: 1.0000
117
+ Token: Ġundertook, Entity: B-O, Score: 1.0000
118
+ Token: Ġa, Entity: B-O, Score: 1.0000
119
+ Token: Ġlarge, Entity: B-O, Score: 1.0000
120
+ Token: Ġcase, Entity: B-O, Score: 1.0000
121
+ Token: Ġstudy, Entity: B-O, Score: 1.0000
122
+ Token: Ġof, Entity: B-O, Score: 1.0000
123
+ Token: Ġall, Entity: B-O, Score: 1.0000
124
+ Token: Ġ88, Entity: B-O, Score: 1.0000
125
+ Token: ,, Entity: B-O, Score: 1.0000
126
+ Token: 8, Entity: B-O, Score: 1.0000
127
+ Token: 35, Entity: B-O, Score: 1.0000
128
+ Token: Ġarticles, Entity: B-O, Score: 1.0000
129
+ Token: Ġpublished, Entity: B-O, Score: 1.0000
130
+ Token: Ġby, Entity: B-O, Score: 1.0000
131
+ Token: ĠNIH, Entity: B-AC, Score: 0.9511
132
+ Token: Ġinvestigators, Entity: B-O, Score: 1.0000
133
+ Token: Ġwho, Entity: B-O, Score: 1.0000
134
+ Token: Ġmaintained, Entity: B-O, Score: 1.0000
135
+ Token: Ġcontinuous, Entity: B-O, Score: 1.0000
136
+ Token: ĠR, Entity: B-O, Score: 0.9917
137
+ Token: 01, Entity: B-O, Score: 0.9970
138
+ Token: Ġfunding, Entity: B-O, Score: 1.0000
139
+ Token: Ġfrom, Entity: B-O, Score: 1.0000
140
+ Token: Ġfiscal, Entity: B-LF, Score: 1.0000
141
+ Token: Ġyear, Entity: I-LF, Score: 1.0000
142
+ Token: Ġ(, Entity: B-O, Score: 1.0000
143
+ Token: ĠFY, Entity: B-AC, Score: 1.0000
144
+ Token: Ġ), Entity: B-O, Score: 1.0000
145
+ Token: Ġ2003, Entity: B-O, Score: 1.0000
146
+ Token: Ġthrough, Entity: B-O, Score: 1.0000
147
+ Token: ĠFY, Entity: B-O, Score: 0.9992
148
+ Token: 2010, Entity: B-O, Score: 0.9995
149
+ Token: Ġto, Entity: B-O, Score: 1.0000
150
+ Token: Ġask, Entity: B-O, Score: 1.0000
151
+ Token: Ġhow, Entity: B-O, Score: 1.0000
152
+ Token: Ġthe, Entity: B-O, Score: 1.0000
153
+ Token: ĠR, Entity: B-AC, Score: 0.9868
154
+ Token: CR, Entity: B-AC, Score: 0.9906
155
+ Token: Ġof, Entity: B-O, Score: 1.0000
156
+ Token: Ġpublications, Entity: B-O, Score: 1.0000
157
+ Token: Ġfrom, Entity: B-O, Score: 1.0000
158
+ Token: Ġindividual, Entity: B-O, Score: 1.0000
159
+ Token: Ġinvestigators, Entity: B-O, Score: 1.0000
160
+ Token: Ġchanged, Entity: B-O, Score: 1.0000
161
+ Token: Ġover, Entity: B-O, Score: 1.0000
162
+ Token: Ġthis, Entity: B-O, Score: 1.0000
163
+ Token: Ġ8, Entity: B-O, Score: 1.0000
164
+ Token: Ġ-, Entity: B-O, Score: 1.0000
165
+ Token: Ġy, Entity: B-O, Score: 1.0000
166
+ Token: Ġinterval, Entity: B-O, Score: 1.0000
167
+ Token: Ġ., Entity: B-O, Score: 1.0000
168
+
169
+ **Metrics**:
170
+ Precision: 0.7846
171
+ Recall: 0.7660
172
+ F1 Score: 0.7752
173
+ Accuracy: 0.7660
174
+ 24-May-24 11:03:51 - matplotlib.pyplot - DEBUG - Loaded backend module://matplotlib_inline.backend_inline version unknown.