Publish StockNet ACL18 artifact payload

.gitattributes

@@ -83,3 +83,7 @@ datasets/bigdata22/official/v0/valid.jsonl filter=lfs diff=lfs merge=lfs -text
 datasets/bigdata22/official/v0/test.jsonl filter=lfs diff=lfs merge=lfs -text
 tasks/bigdata22_stock_movement_v0/requests/train_requests.jsonl filter=lfs diff=lfs merge=lfs -text
 tasks/bigdata22_stock_movement_v0/requests/test_requests.jsonl filter=lfs diff=lfs merge=lfs -text
+datasets/stocknet/acl18_paper/v0/test.jsonl filter=lfs diff=lfs merge=lfs -text
+datasets/stocknet/acl18_paper/v0/train.jsonl filter=lfs diff=lfs merge=lfs -text
+tasks/stocknet_acl18_stockmove_v0/requests/test_requests.jsonl filter=lfs diff=lfs merge=lfs -text
+tasks/stocknet_acl18_stockmove_v0/requests/train_requests.jsonl filter=lfs diff=lfs merge=lfs -text

datasets/stocknet/acl18_paper/v0/download_meta.json

@@ -0,0 +1,73 @@
+{
+  "source_repo": "yumoxu/stocknet-dataset",
+  "source_url": "https://github.com/yumoxu/stocknet-dataset",
+  "source_commit": "330708b5ddc359961078bef469f43f48992fd6e4",
+  "source_snapshot_datetime_utc": "2026-04-16T17:26:07.549375+00:00",
+  "acquisition_method": "git_clone_checkout_copytree",
+  "source_snapshot_root": "data/stocknet_acl18_paper/raw/source_snapshot",
+  "source_snapshot_file_count": 55141,
+  "source_snapshot_file_sample": [
+    "LICENSE",
+    "README.md",
+    "StockTable",
+    "appendix_table_of_target_stocks.pdf",
+    "price/preprocessed/AAPL.txt",
+    "price/preprocessed/ABB.txt",
+    "price/preprocessed/ABBV.txt",
+    "price/preprocessed/AEP.txt",
+    "price/preprocessed/AGFS.txt",
+    "price/preprocessed/AMGN.txt",
+    "price/preprocessed/AMZN.txt",
+    "price/preprocessed/BA.txt",
+    "price/preprocessed/BABA.txt",
+    "price/preprocessed/BAC.txt",
+    "price/preprocessed/BBL.txt",
+    "price/preprocessed/BCH.txt",
+    "price/preprocessed/BHP.txt",
+    "price/preprocessed/BP.txt",
+    "price/preprocessed/BRK-A.txt",
+    "price/preprocessed/BSAC.txt",
+    "price/preprocessed/BUD.txt",
+    "price/preprocessed/C.txt",
+    "price/preprocessed/CAT.txt",
+    "price/preprocessed/CELG.txt",
+    "price/preprocessed/CHL.txt",
+    "price/preprocessed/CHTR.txt",
+    "price/preprocessed/CMCSA.txt",
+    "price/preprocessed/CODI.txt",
+    "price/preprocessed/CSCO.txt",
+    "price/preprocessed/CVX.txt",
+    "price/preprocessed/D.txt",
+    "price/preprocessed/DHR.txt",
+    "price/preprocessed/DIS.txt",
+    "price/preprocessed/DUK.txt",
+    "price/preprocessed/EXC.txt",
+    "price/preprocessed/FB.txt",
+    "price/preprocessed/GD.txt",
+    "price/preprocessed/GE.txt",
+    "price/preprocessed/GMRE.txt",
+    "price/preprocessed/GOOG.txt",
+    "price/preprocessed/HD.txt",
+    "price/preprocessed/HON.txt",
+    "price/preprocessed/HRG.txt",
+    "price/preprocessed/HSBC.txt",
+    "price/preprocessed/IEP.txt",
+    "price/preprocessed/INTC.txt",
+    "price/preprocessed/JNJ.txt",
+    "price/preprocessed/JPM.txt",
+    "price/preprocessed/KO.txt",
+    "price/preprocessed/LMT.txt"
+  ],
+  "source_snapshot_checksums_manifest": "data/stocknet_acl18_paper/raw/source_snapshot_checksums.sha256",
+  "sha256_by_core_file": {
+    "README.md": "e3f2dee0b0214632a7ab257ffb35396170250a37c2b83077ffcfc5533dfafbdd",
+    "LICENSE": "c0fc08ddd92c2e442f5e9fe583c0905e78dc5bda9f5344c376681a0e7e179e51",
+    "StockTable": "7dc3b5109b1b702fc8d2d36a2a463d62cc44081964d0060b6f8eeda0943dc1ec",
+    "appendix_table_of_target_stocks.pdf": "eabb7aede03dc0ca571b98afc3c095fdf2886a13b96415f7213526b88433c245"
+  },
+  "notes": [
+    "The official StockNet repository is MIT-licensed.",
+    "Original source repository is MIT-licensed. The released corpus includes tweet-derived content collected under Twitter's official license and price data sourced from Yahoo Finance; downstream users should review applicable platform/source terms before reuse.",
+    "Exact paper counts are reproducible from the official StockNet release when preserving the paper's split boundaries, 5-day alignment, and asymmetric thresholding. A stricter hard tweet-presence filter would drop the release to 18,695 samples across every official dataset snapshot, so ST312 treats that line in the paper as a documented source inconsistency rather than a canonical retention rule."
+  ]
+}

datasets/stocknet/acl18_paper/v0/ingest_summary.json

@@ -0,0 +1,50 @@
+{
+  "dataset_id": "stocknet_acl18_paper_v0",
+  "canonical_source": "yumoxu/stocknet-dataset",
+  "source_commit": "330708b5ddc359961078bef469f43f48992fd6e4",
+  "paper_expected_counts": {
+    "train": 20339,
+    "dev": 2555,
+    "test": 3720
+  },
+  "paper_expected_total": 26614,
+  "reconstructed_counts": {
+    "train": 20339,
+    "dev": 2555,
+    "test": 3720
+  },
+  "reconstructed_total": 26614,
+  "number_of_stocks_in_price_release": 88,
+  "number_of_stocks_in_tweet_release": 87,
+  "number_of_stocks_with_reconstructed_samples": 87,
+  "number_of_candidate_stock_days_before_thresholding": 43442,
+  "number_removed_by_middle_band_filter": 16820,
+  "number_removed_for_insufficient_history": 8,
+  "strict_tweet_presence_filter_drop_count": 7924,
+  "strict_tweet_presence_filter_counts": {
+    "train": 14187,
+    "dev": 1871,
+    "test": 2632
+  },
+  "split_counts": {
+    "train": 20339,
+    "dev": 2555,
+    "test": 3720
+  },
+  "all_paper_count_invariants_passed": true,
+  "strict_tweet_presence_filter_matches_paper_counts": false,
+  "per_stock_anomalies": {
+    "missing_tweet_directories": [
+      "GMRE"
+    ],
+    "stocks_without_reconstructed_samples": [
+      "GMRE"
+    ]
+  },
+  "notes": [
+    "Canonical reconstruction preserves the paper's exact split dates and total sample counts.",
+    "Middle-band filtering uses the paper thresholds <= -0.5% -> Fall and > 0.55% -> Rise.",
+    "The official release contains many threshold-retained samples with zero tweets in the 5-day lag; ST312 documents this but does not apply it as a hard filter because doing so breaks the exact paper counts.",
+    "Original source repository is MIT-licensed. The released corpus includes tweet-derived content collected under Twitter's official license and price data sourced from Yahoo Finance; downstream users should review applicable platform/source terms before reuse."
+  ]
+}

datasets/stocknet/acl18_paper/v0/test.jsonl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4a2b36ddba69d73cec1c269a50246ac76e59e0161496e2be3efcba14a3a2dbde
+size 13890777

datasets/stocknet/acl18_paper/v0/train.jsonl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:58cd8e013541c8e062bd06805f652f01fecf27ed5872e66a48d639bc7a5292d5
+size 73982295

reports/stocknet_acl18_paper/finben_wrapper_audit.json

@@ -0,0 +1,126 @@
+{
+  "wrapper_dataset": "TheFinAI/flare-sm-acl",
+  "wrapper_split_counts_observed": {
+    "train": 20781,
+    "test": 3720,
+    "valid": 2555
+  },
+  "canonical_split_counts": {
+    "train": 20339,
+    "dev": 2555,
+    "test": 3720
+  },
+  "field_shape_differences": {
+    "wrapper_fields": {
+      "train": [
+        "id",
+        "query",
+        "answer",
+        "text",
+        "choices",
+        "gold"
+      ],
+      "test": [
+        "id",
+        "query",
+        "answer",
+        "text",
+        "choices",
+        "gold"
+      ],
+      "valid": [
+        "id",
+        "query",
+        "answer",
+        "text",
+        "choices",
+        "gold"
+      ]
+    },
+    "canonical_row_shape": [
+      "example_id",
+      "dataset_id",
+      "split",
+      "stock_symbol",
+      "target_date",
+      "label_int",
+      "label_text",
+      "target_movement_percent",
+      "target_price_prev_adj_close",
+      "target_price_adj_close",
+      "calendar_lag_days",
+      "aligned_trading_days_count",
+      "aligned_days",
+      "auxiliary_targets",
+      "source_dataset",
+      "source_policy"
+    ]
+  },
+  "sample_rows": {
+    "train": {
+      "id": "aclsm0",
+      "query": "Scrutinize the data and tweets to envisage if the closing price of $csco will swell or contract at 2014-01-02. Please affirm either Rise or Fall.\nContext: date,open,high,low,close,adj-close,inc-5,inc-10,inc-15,inc-20,inc-25,inc-30\n2013-12-17,-0.9,1.0,-1.1,1.2,1.2,-1.3,-0.0,0.4,0.9,2.1,3.6\n2013-12-18,-0.6,0.2,-2.3,0.4,0.4,-1.6,-0.5,-0.0,0.4,1.2,2.9\n2013-12-19,0.0,0.0,-1.4,0.3,0.3,-1.4,-0.8,-0.4,0.0,0.3,2.2\n2013-12-20,-0.3,0.6,-0.8,0.3,0.3,-0.8,-1.2,-0.7,-0.4,-0.0,1.6\n2013-12-23,-1.5,0.3,-1.6,2.1,2.1,-2.0,-3.0,-2.6,-2.4,-2.1,-0.8\n2013-12-24,-1.1,0.3,-1.2,0.6,0.6,-1.8,-3.3,-3.0,-2.8,-2.5,-1.6\n2013-12-26,-0.4,0.4,-0.4,0.5,0.5,-1.6,-3.4,-3.3,-3.2,-3.0,-2.4\n2013-12-27,-1.0,0.1,-1.1,1.0,1.0,-1.7,-3.7,-4.0,-4.0,-3.8,-3.6\n2013-12-30,-1.1,0.4,-1.1,1.0,1.0,-1.7,-3.8,-4.7,-4.7,-4.6,-4.5\n2013-12-31,-0.8,0.2,-1.2,0.8,0.8,-1.7,-3.8,-5.1,-5.2,-5.2,-5.1\n\n2014-01-01: weekly s&p500 #stocks trend $btu $dhi $jcp $mat $joy $oke $isrg $omc $jnpr $dis $csco $ctxs $se $emn $nbr $fls @ |2013 wrap-up and trading set review - part iii  $aapl #apple $bp $cnw $csco $csx $\nAnswer:",
+      "answer": "Fall",
+      "text": "date,open,high,low,close,adj-close,inc-5,inc-10,inc-15,inc-20,inc-25,inc-30\n2013-12-17,-0.9,1.0,-1.1,1.2,1.2,-1.3,-0.0,0.4,0.9,2.1,3.6\n2013-12-18,-0.6,0.2,-2.3,0.4,0.4,-1.6,-0.5,-0.0,0.4,1.2,2.9\n2013-12-19,0.0,0.0,-1.4,0.3,0.3,-1.4,-0.8,-0.4,0.0,0.3,2.2\n2013-12-20,-0.3,0.6,-0.8,0.3,0.3,-0.8,-1.2,-0.7,-0.4,-0.0,1.6\n2013-12-23,-1.5,0.3,-1.6,2.1,2.1,-2.0,-3.0,-2.6,-2.4,-2.1,-0.8\n2013-12-24,-1.1,0.3,-1.2,0.6,0.6,-1.8,-3.3,-3.0,-2.8,-2.5,-1.6\n2013-12-26,-0.4,0.4,-0.4,0.5,0.5,-1.6,-3.4,-3.3,-3.2,-3.0,-2.4\n2013-12-27,-1.0,0.1,-1.1,1.0,1.0,-1.7,-3.7,-4.0,-4.0,-3.8,-3.6\n2013-12-30,-1.1,0.4,-1.1,1.0,1.0,-1.7,-3.8,-4.7,-4.7,-4.6,-4.5\n2013-12-31,-0.8,0.2,-1.2,0.8,0.8,-1.7,-3.8,-5.1,-5.2,-5.2,-5.1\n\n2014-01-01: weekly s&p500 #stocks trend $btu $dhi $jcp $mat $joy $oke $isrg $omc $jnpr $dis $csco $ctxs $se $emn $nbr $fls @ |2013 wrap-up and trading set review - part iii  $aapl #apple $bp $cnw $csco $csx $",
+      "choices": [
+        "Rise",
+        "Fall"
+      ],
+      "gold": 1
+    },
+    "test": {
+      "id": "aclsm23336",
+      "query": "By reviewing the data and tweets, can we predict if the closing price of $csco will go upwards or downwards at 2015-10-01? Please indicate either Rise or Fall.\nContext: date,open,high,low,close,adj-close,inc-5,inc-10,inc-15,inc-20,inc-25,inc-30\n2015-09-17,0.3,1.5,-0.3,-0.7,-0.7,0.2,0.3,0.0,-0.0,2.0,3.2\n2015-09-18,0.1,0.8,-1.1,-1.3,-1.3,1.2,1.5,1.2,1.0,2.9,4.2\n2015-09-21,-0.4,1.1,-0.7,0.0,0.0,1.0,1.5,1.1,0.8,2.3,3.8\n2015-09-22,-0.3,0.3,-0.7,-1.6,-1.6,2.0,2.7,2.5,2.4,3.4,5.0\n2015-09-23,-0.2,0.1,-1.1,0.6,0.6,0.8,1.8,2.0,2.0,2.3,4.1\n2015-09-24,-1.3,0.4,-1.9,0.5,0.5,-0.1,1.0,1.4,1.4,1.4,3.2\n2015-09-25,-0.8,1.0,-0.9,2.4,2.4,-2.1,-1.4,-1.0,-1.0,-1.1,0.4\n2015-09-28,0.7,1.4,-0.3,-1.4,-1.4,-0.6,-0.0,0.5,0.3,0.2,1.4\n2015-09-29,0.0,1.1,-0.3,-0.1,-0.1,-0.1,-0.1,0.4,0.3,0.3,1.1\n2015-09-30,-1.0,0.5,-1.4,2.4,2.4,-1.7,-2.3,-1.9,-1.8,-1.8,-1.5\n\n2015-09-19: csco cisco systems, inc. p/e ratio$csco $cprt $tanh $eca.to #csco #investing #stock|csco cisco systems, inc. short sales$csco $gs $dbb $pfe #csco #pennystocks #pennystocks\n2015-09-23: gdxj market vectors junior gold miners volume$gdxj $xly $uup $csco #gdxj #pennystocks #invest|cisco helped build china's internet, now struggles push it to strike a deal. $csco  via AT_USER|$spy bull \n2015-09-24: will cisco systems, inc. $csco will be able to crack a deal in china? |bnd vanguard total bond market ask$bnd $csco $gdx $joy #bnd #tradeideas #stock\n2015-09-25: saluting the other great #norcal #tech cos including: $aapl $goog $tsla $crm $fb $intc $twtr $adbe $adsk $csco $nflx $ebay $dna $hpq $orcl.|$fb $msft $adbe $twtr $csco $qcom:which high-tech heavy hitt\n2015-09-26: rt  rt  cvc cablevision systems investor opinions$cvc $ewi $csco…\n2015-09-27: apdn applied dna sciences inc. tick$apdn $csco $tvix $infn #apdn #nasdaq #invest|qld proshares ultra qqq fund short sales$qld $aav.to $csco $iwm #qld #nasdaq #investingqtmm quantum materials…\n2015-09-28: csco cisco systems, inc. stock message board$csco $jjc $tsla $t #csco #pennystocks #nasdaqcsh/un.to chartwell…|$met news: \"i walk the line $cmcsa $csco $cvc $ebay $emc $gm $met $pypl $sbgi …\"   analyz\n2015-09-29: fro frontline ltd. company info$fro $avxl $ziop $csco #fro #tradeideas #stockmarket|csco cisco systems, inc. shares$csco $gild $oil $spxu #csco #tradeideas #share|dis walt disney co. eod data$dis $hzn\n2015-09-30: our platinum members have been seeing massive gains on our penny stock picks! subscribe today:  $amzn $qcom $csco|$csco - proxy statement (definitive) (def 14a) |recent buy: cisco systems  $csco\nAnswer:",
+      "answer": "Fall",
+      "text": "date,open,high,low,close,adj-close,inc-5,inc-10,inc-15,inc-20,inc-25,inc-30\n2015-09-17,0.3,1.5,-0.3,-0.7,-0.7,0.2,0.3,0.0,-0.0,2.0,3.2\n2015-09-18,0.1,0.8,-1.1,-1.3,-1.3,1.2,1.5,1.2,1.0,2.9,4.2\n2015-09-21,-0.4,1.1,-0.7,0.0,0.0,1.0,1.5,1.1,0.8,2.3,3.8\n2015-09-22,-0.3,0.3,-0.7,-1.6,-1.6,2.0,2.7,2.5,2.4,3.4,5.0\n2015-09-23,-0.2,0.1,-1.1,0.6,0.6,0.8,1.8,2.0,2.0,2.3,4.1\n2015-09-24,-1.3,0.4,-1.9,0.5,0.5,-0.1,1.0,1.4,1.4,1.4,3.2\n2015-09-25,-0.8,1.0,-0.9,2.4,2.4,-2.1,-1.4,-1.0,-1.0,-1.1,0.4\n2015-09-28,0.7,1.4,-0.3,-1.4,-1.4,-0.6,-0.0,0.5,0.3,0.2,1.4\n2015-09-29,0.0,1.1,-0.3,-0.1,-0.1,-0.1,-0.1,0.4,0.3,0.3,1.1\n2015-09-30,-1.0,0.5,-1.4,2.4,2.4,-1.7,-2.3,-1.9,-1.8,-1.8,-1.5\n\n2015-09-19: csco cisco systems, inc. p/e ratio$csco $cprt $tanh $eca.to #csco #investing #stock|csco cisco systems, inc. short sales$csco $gs $dbb $pfe #csco #pennystocks #pennystocks\n2015-09-23: gdxj market vectors junior gold miners volume$gdxj $xly $uup $csco #gdxj #pennystocks #invest|cisco helped build china's internet, now struggles push it to strike a deal. $csco  via AT_USER|$spy bull \n2015-09-24: will cisco systems, inc. $csco will be able to crack a deal in china? |bnd vanguard total bond market ask$bnd $csco $gdx $joy #bnd #tradeideas #stock\n2015-09-25: saluting the other great #norcal #tech cos including: $aapl $goog $tsla $crm $fb $intc $twtr $adbe $adsk $csco $nflx $ebay $dna $hpq $orcl.|$fb $msft $adbe $twtr $csco $qcom:which high-tech heavy hitt\n2015-09-26: rt  rt  cvc cablevision systems investor opinions$cvc $ewi $csco…\n2015-09-27: apdn applied dna sciences inc. tick$apdn $csco $tvix $infn #apdn #nasdaq #invest|qld proshares ultra qqq fund short sales$qld $aav.to $csco $iwm #qld #nasdaq #investingqtmm quantum materials…\n2015-09-28: csco cisco systems, inc. stock message board$csco $jjc $tsla $t #csco #pennystocks #nasdaqcsh/un.to chartwell…|$met news: \"i walk the line $cmcsa $csco $cvc $ebay $emc $gm $met $pypl $sbgi …\"   analyz\n2015-09-29: fro frontline ltd. company info$fro $avxl $ziop $csco #fro #tradeideas #stockmarket|csco cisco systems, inc. shares$csco $gild $oil $spxu #csco #tradeideas #share|dis walt disney co. eod data$dis $hzn\n2015-09-30: our platinum members have been seeing massive gains on our penny stock picks! subscribe today:  $amzn $qcom $csco|$csco - proxy statement (definitive) (def 14a) |recent buy: cisco systems  $csco",
+      "choices": [
+        "Rise",
+        "Fall"
+      ],
+      "gold": 1
+    },
+    "valid": {
+      "id": "aclsm20781",
+      "query": "By reviewing the data and tweets, can we predict if the closing price of $v will go upwards or downwards at 2015-08-03? Please indicate either Rise or Fall.\nContext: date,open,high,low,close,adj-close,inc-5,inc-10,inc-15,inc-20,inc-25,inc-30\n2015-07-20,-1.9,0.4,-2.0,2.6,2.6,-2.5,-4.6,-5.4,-5.3,-5.3,-5.3\n2015-07-21,1.1,1.2,-0.4,-0.9,-0.9,-1.1,-3.1,-4.0,-4.2,-4.2,-4.2\n2015-07-22,-0.0,0.3,-0.5,-0.1,-0.1,-0.5,-2.3,-3.5,-4.0,-4.0,-4.0\n2015-07-23,0.6,0.7,-0.8,-0.3,-0.3,0.2,-1.3,-2.8,-3.5,-3.5,-3.6\n2015-07-24,2.6,2.8,-0.5,4.3,4.3,-2.9,-4.5,-6.2,-7.0,-7.2,-7.3\n2015-07-27,0.6,1.2,-0.4,-1.3,-1.3,-1.3,-2.7,-4.5,-5.5,-5.7,-5.9\n2015-07-28,-0.6,0.6,-1.2,1.2,1.2,-1.8,-3.2,-5.0,-6.1,-6.5,-6.7\n2015-07-29,-1.4,0.6,-1.8,1.7,1.7,-2.3,-4.1,-5.8,-7.0,-7.7,-8.0\n2015-07-30,-0.6,0.5,-1.5,0.5,0.5,-1.6,-3.8,-5.4,-6.9,-7.8,-8.1\n2015-07-31,1.5,1.6,-0.0,-1.4,-1.4,-0.1,-1.8,-3.5,-5.2,-6.2,-6.6\n\n2015-07-20: $gs $v $erx $xiv $f july 20th, 2015 watch list - update from option millionaires - stock options chatroom futures... \n2015-07-21: #wallstreet: #dowjones +0.08%, en 18,100.41, #sp500 +0.08% en 2,128.28 y #nasdaq +0.17%. mejor valor: $v +2.57% pe… |dbc db commodities tracking index fund 52wk low$dbc $v $jbl $ng #dbc #invest #stock\n2015-07-22: AT_USER $v visa declares $0.12 dividend |my rental property calculator  $bac $usb $wfc $key $jpm $v $ma $dfs $axp|v visa inc. stock forum$v $googl $mu $abc #v #investing #nasdaq|$gs $v $erx $xiv $f we\n2015-07-23: ijjp ijj corp. shares$ijjp $v $luv $xeg.to #ijjp #share #shareinfn infinera corp. dividend…|AT_USER $v just reported earnings for q3 2015 – |rt AT_USER $amzn $v $sbux all up big a/h...strong stocks ge\n2015-07-24: rt AT_USER $v's charlie scharf told it like it is v. #fifa--totally unacceptable behavior. watch #fifa change tomorrow. $v is too power…|fv currency shares canadian dollar trust ex-div date$fv $uso $v\n2015-07-25: v visa inc. last trade$v $gdx $xlv $goog #v #investing #tradeideas|$v message board : \n2015-07-27: \"redrum\" monday? $spy $spx $qqq  $iwm $djia $dji $es_f $googl $amzn $aapl $v $p $twtr $fb #bolsa #stocks #trading … |$cat $dd $utx $v trading july's biggest movers month to date \n2015-07-29: ocls oculus innovative sciences inc. investor opinions$ocls $v $iyr $xbi #ocls #stockmarket #shareoih market…|bwld buffalo wild wings inc. message board posts$bwld $ung $jnj $v #bwld #pennystocks #nas\n2015-07-30: vrx valeant pharmaceuticals intl, inc. 52wk high$vrx $rsp $vxx $v #vrx #investing #stockmarket|jake132013 : mnkd mannkind corp. ask size$mnkd $xlp $gdx $v #mn…  |fbiox fidelity select biotechnology la\n2015-07-31: v visa inc. chart$v $uso $ew $agn #v #nasdaq #share|*g=tfpxcpte$v<t)$fd:v^p6;oej4r?8lpj?\n2015-08-01: fxy currency shares japanese yen trust p/e ratio$fxy $rig $v $goog #fxy #stockmarket #investing|tsla tesla motors inc. filings$tsla $mdy $spxu $v #tsla #nasdaq #tradeideas|gmcr keurig green mountain, \n2015-08-02: $gs $v $erx $xiv $f the week ahead – august 2nd, 2015 - update from option millionaires - stock options chatroom ... |v visa inc. tick$v $ibm $epi $agn #v #finance #stock|v visa inc. open$v $tfi.to $g\nAnswer:",
+      "answer": "Rise",
+      "text": "date,open,high,low,close,adj-close,inc-5,inc-10,inc-15,inc-20,inc-25,inc-30\n2015-07-20,-1.9,0.4,-2.0,2.6,2.6,-2.5,-4.6,-5.4,-5.3,-5.3,-5.3\n2015-07-21,1.1,1.2,-0.4,-0.9,-0.9,-1.1,-3.1,-4.0,-4.2,-4.2,-4.2\n2015-07-22,-0.0,0.3,-0.5,-0.1,-0.1,-0.5,-2.3,-3.5,-4.0,-4.0,-4.0\n2015-07-23,0.6,0.7,-0.8,-0.3,-0.3,0.2,-1.3,-2.8,-3.5,-3.5,-3.6\n2015-07-24,2.6,2.8,-0.5,4.3,4.3,-2.9,-4.5,-6.2,-7.0,-7.2,-7.3\n2015-07-27,0.6,1.2,-0.4,-1.3,-1.3,-1.3,-2.7,-4.5,-5.5,-5.7,-5.9\n2015-07-28,-0.6,0.6,-1.2,1.2,1.2,-1.8,-3.2,-5.0,-6.1,-6.5,-6.7\n2015-07-29,-1.4,0.6,-1.8,1.7,1.7,-2.3,-4.1,-5.8,-7.0,-7.7,-8.0\n2015-07-30,-0.6,0.5,-1.5,0.5,0.5,-1.6,-3.8,-5.4,-6.9,-7.8,-8.1\n2015-07-31,1.5,1.6,-0.0,-1.4,-1.4,-0.1,-1.8,-3.5,-5.2,-6.2,-6.6\n\n2015-07-20: $gs $v $erx $xiv $f july 20th, 2015 watch list - update from option millionaires - stock options chatroom futures... \n2015-07-21: #wallstreet: #dowjones +0.08%, en 18,100.41, #sp500 +0.08% en 2,128.28 y #nasdaq +0.17%. mejor valor: $v +2.57% pe… |dbc db commodities tracking index fund 52wk low$dbc $v $jbl $ng #dbc #invest #stock\n2015-07-22: AT_USER $v visa declares $0.12 dividend |my rental property calculator  $bac $usb $wfc $key $jpm $v $ma $dfs $axp|v visa inc. stock forum$v $googl $mu $abc #v #investing #nasdaq|$gs $v $erx $xiv $f we\n2015-07-23: ijjp ijj corp. shares$ijjp $v $luv $xeg.to #ijjp #share #shareinfn infinera corp. dividend…|AT_USER $v just reported earnings for q3 2015 – |rt AT_USER $amzn $v $sbux all up big a/h...strong stocks ge\n2015-07-24: rt AT_USER $v's charlie scharf told it like it is v. #fifa--totally unacceptable behavior. watch #fifa change tomorrow. $v is too power…|fv currency shares canadian dollar trust ex-div date$fv $uso $v\n2015-07-25: v visa inc. last trade$v $gdx $xlv $goog #v #investing #tradeideas|$v message board : \n2015-07-27: \"redrum\" monday? $spy $spx $qqq  $iwm $djia $dji $es_f $googl $amzn $aapl $v $p $twtr $fb #bolsa #stocks #trading … |$cat $dd $utx $v trading july's biggest movers month to date \n2015-07-29: ocls oculus innovative sciences inc. investor opinions$ocls $v $iyr $xbi #ocls #stockmarket #shareoih market…|bwld buffalo wild wings inc. message board posts$bwld $ung $jnj $v #bwld #pennystocks #nas\n2015-07-30: vrx valeant pharmaceuticals intl, inc. 52wk high$vrx $rsp $vxx $v #vrx #investing #stockmarket|jake132013 : mnkd mannkind corp. ask size$mnkd $xlp $gdx $v #mn…  |fbiox fidelity select biotechnology la\n2015-07-31: v visa inc. chart$v $uso $ew $agn #v #nasdaq #share|*g=tfpxcpte$v<t)$fd:v^p6;oej4r?8lpj?\n2015-08-01: fxy currency shares japanese yen trust p/e ratio$fxy $rig $v $goog #fxy #stockmarket #investing|tsla tesla motors inc. filings$tsla $mdy $spxu $v #tsla #nasdaq #tradeideas|gmcr keurig green mountain, \n2015-08-02: $gs $v $erx $xiv $f the week ahead – august 2nd, 2015 - update from option millionaires - stock options chatroom ... |v visa inc. tick$v $ibm $epi $agn #v #finance #stock|v visa inc. open$v $tfi.to $g",
+      "choices": [
+        "Rise",
+        "Fall"
+      ],
+      "gold": 0
+    }
+  },
+  "threshold_rule_difference_note": "The FLARE wrapper is promptized and aligns with a simplified public description, while the canonical ST312 module preserves the paper-level asymmetric thresholds <= -0.5% / > 0.55% and exact ACL18 split counts.",
+  "wrapper_date_range_and_lag_window_note": "Wrapper examples appear to present a 10-row flattened historical context and observed split counts 20,781 / 2,555 / 3,720, which do not match the paper's 20,339 / 2,555 / 3,720 split counts.",
+  "answer_gold_semantics": {
+    "train": {
+      "answer_label": "Fall",
+      "gold_label": "Fall",
+      "choices": [
+        "Rise",
+        "Fall"
+      ]
+    },
+    "test": {
+      "answer_label": "Fall",
+      "gold_label": "Fall",
+      "choices": [
+        "Rise",
+        "Fall"
+      ]
+    },
+    "valid": {
+      "answer_label": "Rise",
+      "gold_label": "Rise",
+      "choices": [
+        "Rise",
+        "Fall"
+      ]
+    }
+  },
+  "notes": [
+    "The FLARE wrapper is audited only as a compatibility surface and does not define the canonical StockNet dataset.",
+    "Wrapper answer values appear to use Rise/Fall directly, while wrapper gold values appear to be choice indices."
+  ]
+}

reports/stocknet_acl18_paper/raw_schema_summary.json

@@ -0,0 +1,39 @@
+{
+  "dataset_id": "stocknet_acl18_paper_v0",
+  "source_repo": "yumoxu/stocknet-dataset",
+  "source_commit": "330708b5ddc359961078bef469f43f48992fd6e4",
+  "price_preprocessed_file_count": 88,
+  "price_raw_file_count": 88,
+  "tweet_preprocessed_dir_count": 87,
+  "tweet_raw_dir_count": 87,
+  "missing_tweet_dirs": [
+    "GMRE"
+  ],
+  "sample_price_preprocessed_fields": [
+    "date",
+    "movement_percent",
+    "open_norm",
+    "high_norm",
+    "low_norm",
+    "close_norm",
+    "volume"
+  ],
+  "sample_price_raw_fields": [
+    "date",
+    "open",
+    "high",
+    "low",
+    "close",
+    "adj_close",
+    "volume"
+  ],
+  "sample_preprocessed_tweet_texts": [
+    "dividend portfolio playoffs wild card game : wells fargo vs . dupont URL $ wfc $ dd"
+  ],
+  "notes": [
+    "The official StockNet release exposes 88 price files and 87 tweet directories at the pinned source snapshot.",
+    "GMRE appears in the price release but has no corresponding tweet directory and no canonical paper-window samples.",
+    "Preprocessed tweet texts are token lists that ST312 joins back into space-separated strings for canonical JSONL serialization.",
+    "Price movement percents in the preprocessed release match adjusted-close returns computed from the raw Yahoo Finance CSVs within float tolerance."
+  ]
+}

reports/stocknet_acl18_paper/reconstruction_audit.json

@@ -0,0 +1,237 @@
+{
+  "status": "success",
+  "paper_expected_counts": {
+    "train": 20339,
+    "dev": 2555,
+    "test": 3720
+  },
+  "paper_expected_total": 26614,
+  "reconstructed_counts": {
+    "train": 20339,
+    "dev": 2555,
+    "test": 3720
+  },
+  "reconstructed_total": 26614,
+  "candidate_counts_before_filtering": {
+    "train": 34220,
+    "dev": 3654,
+    "test": 5568
+  },
+  "removal_counts": {
+    "middle_band": 16820,
+    "insufficient_history": 8
+  },
+  "strict_tweet_presence_filter_counts": {
+    "train": 14187,
+    "dev": 1871,
+    "test": 2632
+  },
+  "strict_tweet_presence_filter_total": 18690,
+  "strict_tweet_presence_matches_paper_counts": false,
+  "strict_tweet_presence_drop_count": 7924,
+  "source_snapshot_commit": "330708b5ddc359961078bef469f43f48992fd6e4",
+  "stocks_in_price_release": 88,
+  "stocks_in_tweet_release": 87,
+  "stocks_with_reconstructed_samples": 87,
+  "per_stock_sample_counts": {
+    "AAPL": 336,
+    "ABB": 307,
+    "ABBV": 351,
+    "AEP": 306,
+    "AGFS": 147,
+    "AMGN": 354,
+    "AMZN": 348,
+    "BA": 322,
+    "BABA": 237,
+    "BAC": 336,
+    "BBL": 382,
+    "BCH": 313,
+    "BHP": 379,
+    "BP": 315,
+    "BRK-A": 253,
+    "BSAC": 341,
+    "BUD": 317,
+    "C": 335,
+    "CAT": 334,
+    "CELG": 377,
+    "CHL": 330,
+    "CHTR": 337,
+    "CMCSA": 310,
+    "CODI": 306,
+    "CSCO": 310,
+    "CVX": 312,
+    "D": 296,
+    "DHR": 273,
+    "DIS": 299,
+    "DUK": 283,
+    "EXC": 323,
+    "FB": 365,
+    "GD": 297,
+    "GE": 296,
+    "GOOG": 320,
+    "HD": 284,
+    "HON": 274,
+    "HRG": 333,
+    "HSBC": 296,
+    "IEP": 332,
+    "INTC": 326,
+    "JNJ": 263,
+    "JPM": 306,
+    "KO": 239,
+    "LMT": 295,
+    "MA": 315,
+    "MCD": 254,
+    "MDT": 299,
+    "MMM": 257,
+    "MO": 273,
+    "MRK": 310,
+    "MSFT": 327,
+    "NEE": 301,
+    "NGG": 280,
+    "NVS": 280,
+    "ORCL": 305,
+    "PCG": 317,
+    "PCLN": 345,
+    "PEP": 258,
+    "PFE": 279,
+    "PG": 230,
+    "PICO": 371,
+    "PM": 264,
+    "PPL": 321,
+    "PTR": 371,
+    "RDS-B": 323,
+    "REX": 404,
+    "SLB": 324,
+    "SNP": 364,
+    "SNY": 326,
+    "SO": 269,
+    "SPLP": 239,
+    "SRE": 289,
+    "T": 266,
+    "TM": 292,
+    "TOT": 359,
+    "TSM": 351,
+    "UL": 280,
+    "UN": 297,
+    "UNH": 319,
+    "UPS": 256,
+    "UTX": 286,
+    "V": 309,
+    "VZ": 255,
+    "WFC": 290,
+    "WMT": 266,
+    "XOM": 298
+  },
+  "per_stock_no_tweet_counts": {
+    "AAPL": 3,
+    "ABB": 196,
+    "ABBV": 25,
+    "AEP": 143,
+    "AGFS": 141,
+    "AMGN": 20,
+    "AMZN": 5,
+    "BA": 9,
+    "BABA": 4,
+    "BAC": 1,
+    "BBL": 236,
+    "BCH": 300,
+    "BHP": 85,
+    "BP": 31,
+    "BRK-A": 235,
+    "BSAC": 309,
+    "BUD": 149,
+    "C": 2,
+    "CAT": 16,
+    "CELG": 16,
+    "CHL": 135,
+    "CHTR": 118,
+    "CMCSA": 31,
+    "CODI": 253,
+    "CSCO": 6,
+    "CVX": 21,
+    "D": 2,
+    "DHR": 134,
+    "DIS": 6,
+    "DUK": 108,
+    "EXC": 124,
+    "GD": 76,
+    "GE": 6,
+    "HD": 19,
+    "HON": 87,
+    "HRG": 273,
+    "HSBC": 162,
+    "IEP": 204,
+    "INTC": 7,
+    "JNJ": 8,
+    "JPM": 7,
+    "KO": 6,
+    "LMT": 43,
+    "MA": 23,
+    "MCD": 7,
+    "MDT": 69,
+    "MMM": 29,
+    "MO": 32,
+    "MRK": 13,
+    "MSFT": 3,
+    "NEE": 117,
+    "NGG": 219,
+    "NVS": 75,
+    "ORCL": 14,
+    "PCG": 131,
+    "PCLN": 7,
+    "PEP": 37,
+    "PFE": 7,
+    "PG": 15,
+    "PICO": 341,
+    "PM": 84,
+    "PPL": 144,
+    "PTR": 287,
+    "RDS-B": 315,
+    "REX": 265,
+    "SLB": 44,
+    "SNP": 296,
+    "SNY": 107,
+    "SO": 68,
+    "SPLP": 226,
+    "SRE": 171,
+    "T": 1,
+    "TM": 127,
+    "TOT": 164,
+    "TSM": 183,
+    "UL": 182,
+    "UN": 186,
+    "UNH": 35,
+    "UPS": 53,
+    "UTX": 50,
+    "V": 7,
+    "VZ": 7,
+    "WFC": 8,
+    "WMT": 6,
+    "XOM": 7
+  },
+  "aligned_trading_days_distribution": {
+    "2": 1557,
+    "3": 14846,
+    "4": 5518,
+    "5": 4693
+  },
+  "class_counts_by_split": {
+    "train": {
+      "Fall": 10021,
+      "Rise": 10318
+    },
+    "dev": {
+      "Fall": 1416,
+      "Rise": 1139
+    },
+    "test": {
+      "Fall": 1812,
+      "Rise": 1908
+    }
+  },
+  "notes": [
+    "Canonical ST312 reconstruction preserves the paper's exact split boundaries, 5-day alignment semantics, and asymmetric thresholds.",
+    "Exact paper counts are reproducible from the official StockNet release when preserving the paper's split boundaries, 5-day alignment, and asymmetric thresholding. A stricter hard tweet-presence filter would drop the release to 18,695 samples across every official dataset snapshot, so ST312 treats that line in the paper as a documented source inconsistency rather than a canonical retention rule.",
+    "This is an inference from the official dataset release and reference code, because every official source snapshot reproduces the paper counts only without the extra hard tweet-presence filter."
+  ]
+}

tasks/stocknet_acl18_stockmove_v0/README.md

@@ -0,0 +1,34 @@
+# stocknet_acl18_stockmove_v0
+
+Canonical ACL18 StockNet stock movement prediction task over `stocknet_acl18_paper_v0`.
+
+## Formal task id
+`FC_STOCKMOVE_STOCKNET_ACL18_v0`
+
+## Task definition
+- canonical output is JSON with exactly one key: `label`
+- allowed labels are exactly `Rise` or `Fall`
+- canonical task is the paper-level binary stock movement forecasting problem from 5-day aligned tweet corpora plus historical stock prices
+- this is the original ACL18 task, not a copied FLARE prompt wrapper
+
+## Evaluation variants
+- `paper_default`: canonical Accuracy + MCC evaluation over the exact paper test split
+- `finben_acl18_optional`: compatibility parser/view that accepts canonical `label` outputs and optional wrapper-style `answer` outputs while still reporting Accuracy + MCC
+
+## Canonical metrics
+- benchmark metrics: `accuracy`, `mcc`
+- operational diagnostics: `format_valid_rate`, `completion_coverage`, `nonempty_label_rate`
+
+## Notes
+- reward helpers are exploratory and offline-only; canonical model comparison uses the cached evaluator, not the reward totals
+- the dataset README and reconstruction audit document a source inconsistency around tweet-presence filtering versus exact paper counts
+- Original source repository is MIT-licensed. The released corpus includes tweet-derived content collected under Twitter's official license and price data sourced from Yahoo Finance; downstream users should review applicable platform/source terms before reuse.
+
+## Output schema
+Return ONLY a JSON object of this form:
+
+```json
+{
+  "label": "Rise"
+}
+```

tasks/stocknet_acl18_stockmove_v0/requests/test_requests.jsonl

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+oid sha256:69cb287592c9e0f7eac381f5bd8bb4f5b8e96cab8705e2c9c24d0fc5d2c3d90d
+size 11014881

tasks/stocknet_acl18_stockmove_v0/requests/train_requests.jsonl

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+size 58472479