Calibrated Typed Decisions for Entity, Relation, and Event Extraction
Paper • 2610.17113 • Published • 9
input stringlengths 0 2.09k | output unknown | schema unknown |
|---|---|---|
For some reason your e-mail to Shanna and I was quarantined by enron b/c of virus issues . What did you send ? It looked like links to Fairfield and Waco weather . Let me know . -Eric * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * ... | {
"events": {
"request data": [
{
"trigger": {
"text": "What did you send",
"start": 91,
"end": 108
},
"arguments": [
{
"role": "data id string",
"text": "What did you send",
"start": 91,
"end": 1... | {
"events": [
{
"label": "request data",
"description": "The sender seeks data such as a file or a fact.",
"description_source": "official",
"roles": [
{
"label": "data id string",
"description": "A string describing or identifying the data.",
"descrip... |
* * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * | {
"events": {}
} | {
"events": [
{
"label": "request data",
"description": "The sender seeks data such as a file or a fact.",
"description_source": "official",
"roles": [
{
"label": "data id string",
"description": "A string describing or identifying the data.",
"descrip... |
That is all it was , Fairfield weather forecast for the wedding dates . Semi-cold and overcast . You can get the same info on line . How are you ? -Dad | {
"events": {
"deliver data": [
{
"trigger": {
"text": "it was , Fairfield weather forecast",
"start": 12,
"end": 47
},
"arguments": [
{
"role": "data id string",
"text": "Fairfield weather forecast for the wedding dates... | {
"events": [
{
"label": "request data",
"description": "The sender seeks data such as a file or a fact.",
"description_source": "official",
"roles": [
{
"label": "data id string",
"description": "A string describing or identifying the data.",
"descrip... |
Hi Eric , It looks like Enron employees have an enterprising spirit according to the H. Chronicle . Ebay is saturated with Enron goodies . This is quite amusing . Sorry about tonight and we will miss you on your birthday . We will celebrate whenever you wish , just let us know . If you change your mind about tomorrow ,... | {
"events": {
"deliver action data": [
{
"trigger": {
"text": "saturated",
"start": 108,
"end": 117
},
"arguments": [
{
"role": "action members",
"text": "Ebay",
"start": 100,
"end": 104
... | {
"events": [
{
"label": "request data",
"description": "The sender seeks data such as a file or a fact.",
"description_source": "official",
"roles": [
{
"label": "data id string",
"description": "A string describing or identifying the data.",
"descrip... |
enforceable contract between Enron Corp. ( or any of its affiliates ) and the intended recipient or any other party , and may not be relied on by anyone as the basis of a contract by estoppel or otherwise . Thank you . * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * *... | {
"events": {}
} | {
"events": [
{
"label": "request data",
"description": "The sender seeks data such as a file or a fact.",
"description_source": "official",
"roles": [
{
"label": "data id string",
"description": "A string describing or identifying the data.",
"descrip... |
How about we all go to dinner at Mark 's on Sunday night ? How does that sound ? -Eric | {
"events": {
"request meeting": [
{
"trigger": {
"text": "How about we all go to dinner",
"start": 0,
"end": 29
},
"arguments": [
{
"role": "meeting members",
"text": "we",
"start": 10,
"end": 12... | {
"events": [
{
"label": "request data",
"description": "The sender seeks data such as a file or a fact.",
"description_source": "official",
"roles": [
{
"label": "data id string",
"description": "A string describing or identifying the data.",
"descrip... |
Hi Dear Son , Thank you for the invitation . It sounds like Shanna has planned a nice romantic dinner for two . I am sure it will be lovely . Let 's all get together next week and have an informal family celebration . Is that o.k . with you ? Love you , Mom | {
"events": {
"deliver meeting data": [
{
"trigger": {
"text": "planned a nice romantic dinner",
"start": 71,
"end": 101
},
"arguments": [
{
"role": "meeting members",
"text": "Shanna",
"start": 60,
... | {
"events": [
{
"label": "request data",
"description": "The sender seeks data such as a file or a fact.",
"description_source": "official",
"roles": [
{
"label": "data id string",
"description": "A string describing or identifying the data.",
"descrip... |
Watch the whole thing ; ) | {
"events": {
"request action": [
{
"trigger": {
"text": "Watch",
"start": 0,
"end": 5
},
"arguments": [
{
"role": "action description",
"text": "Watch the whole thing",
"start": 0,
"end": 21
... | {
"events": [
{
"label": "request data",
"description": "The sender seeks data such as a file or a fact.",
"description_source": "official",
"roles": [
{
"label": "data id string",
"description": "A string describing or identifying the data.",
"descrip... |
Sorry , Eric . Did n't mean to leave you out . | {
"events": {}
} | {
"events": [
{
"label": "request data",
"description": "The sender seeks data such as a file or a fact.",
"description_source": "official",
"roles": [
{
"label": "data id string",
"description": "A string describing or identifying the data.",
"descrip... |
Send to your group 's please . If you feel like drowning your sorrows at the end of the world in some free keg beer , sodas and hard liquor - come down to Clear Lake and celebrate the fact that today may be the last paycheck you receive from Enron . Playstation , pool , and darts ( with pictures of great Enron leaders ... | {
"events": {
"request action": [
{
"trigger": {
"text": "Send",
"start": 0,
"end": 4
},
"arguments": [
{
"role": "action description",
"text": "Send to your group",
"start": 0,
"end": 18
... | {
"events": [
{
"label": "request data",
"description": "The sender seeks data such as a file or a fact.",
"description_source": "official",
"roles": [
{
"label": "data id string",
"description": "A string describing or identifying the data.",
"descrip... |
With a little more notice , hopefully we will not cancel the gig . The party is back on for Saturday Dec. 15th - party start time is now 4 p.m . Please pass on to your groups again . PL | {
"events": {
"amend meeting data": [
{
"trigger": {
"text": "The party is back",
"start": 67,
"end": 84
},
"arguments": [
{
"role": "meeting name (context)",
"text": "The party",
"start": 67,
"en... | {
"events": [
{
"label": "request data",
"description": "The sender seeks data such as a file or a fact.",
"description_source": "official",
"roles": [
{
"label": "data id string",
"description": "A string describing or identifying the data.",
"descrip... |
{
"events": {}
} | {
"events": [
{
"label": "request data",
"description": "The sender seeks data such as a file or a fact.",
"description_source": "official",
"roles": [
{
"label": "data id string",
"description": "A string describing or identifying the data.",
"descrip... | |
if you guys want to come , feel free . PL | {
"events": {
"request meeting": [
{
"trigger": {
"text": "if you guys want to come",
"start": 0,
"end": 24
},
"arguments": [
{
"role": "meeting members",
"text": "you guys",
"start": 3,
"end": 11... | {
"events": [
{
"label": "request data",
"description": "The sender seeks data such as a file or a fact.",
"description_source": "official",
"roles": [
{
"label": "data id string",
"description": "A string describing or identifying the data.",
"descrip... |
Linked to this e-mail is a spreadsheet that breaks down weekly pool winnings and the playoffs . Let me know if I have screwed something up . -Eric < < File : ffl book.xls > > | {
"events": {
"deliver data": [
{
"trigger": {
"text": "Linked to this e-mail",
"start": 0,
"end": 21
},
"arguments": [
{
"role": "data type",
"text": "spreadsheet",
"start": 27,
"end": 38
... | {
"events": [
{
"label": "request data",
"description": "The sender seeks data such as a file or a fact.",
"description_source": "official",
"roles": [
{
"label": "data id string",
"description": "A string describing or identifying the data.",
"descrip... |
Your math looks good to me . When can I expect my $ 140 ? PL | {
"events": {
"request data": [
{
"trigger": {
"text": "When can I expect",
"start": 29,
"end": 46
},
"arguments": [
{
"role": "data id string",
"text": "When can I expect my $ 140",
"start": 29,
... | {
"events": [
{
"label": "request data",
"description": "The sender seeks data such as a file or a fact.",
"description_source": "official",
"roles": [
{
"label": "data id string",
"description": "A string describing or identifying the data.",
"descrip... |
End of preview. Expand in Data Studio
MailEx
MailEx (event extraction), rebuilt for MNEB from the original release with character-level offsets.
Source: https://github.com/salokr/Email-Event-Extraction (data.zip linked from the README)
| config | split | records |
|---|---|---|
| default | train | 3292 |
| default | validation | 437 |
| default | test | 425 |
Labels
events: request data, deliver data, amend data, request meeting, request meeting data, deliver meeting data, amend meeting data, request action, request action data, deliver action data, amend action data
Format
Each record has input (the text), output (gold annotations grouped by label) and schema (the label set with descriptions). Offsets are character offsets into input, half-open [start, end).
"output": {
"entities": {"<label>": [{"text", "start", "end"}]},
"relations": {"<label>": [{"head": {"text", "start", "end"},
"tail": {"text", "start", "end"}}]},
"events": {"<label>": [{"trigger": {"text", "start", "end"},
"arguments": [{"role", "text", "start", "end"}]}]}
}
Each schema item has a description and a description_source: official when adapted from the dataset's paper or guideline, mneb when written for MNEB. Relation datasets also give setting (end_to_end or gold_entity) and negative_label; relation items give symmetric. Event items list the roles valid for that event type.
Within a record, identical annotations are kept once and outer whitespace is trimmed from spans; source annotations are otherwise kept as annotated.
Notes
- One record per email (thread history not included); input is the tokens joined with spaces.
- Non-continuous triggers take their covering span.
- Documents longer than 1,200 characters are cut at whitespace outside every annotated span (CalOn, arXiv:2610.17113); annotations whose parts fall in different pieces are dropped and counted.
Build
Built by scripts/datasets/mailex.py in the MNEB repository.
Citation
Srivastava et al. (2023), MailEx: Email Event and Argument Extraction. EMNLP.
License: cc-by-sa-4.0
- Downloads last month
- -